IAM_HTR_Data_Argumentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from IPython.display import display\n",
    "\n",
    "from tqdm import tqdm_notebook\n",
    "\n",
    "import math\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "from PIL import Image\n",
    "\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch import optim\n",
    "from torch.autograd import Variable\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "from warpctc_pytorch import CTCLoss\n",
    "\n",
    "from utilities import HYPERPARAMETERS, Metric, torch_weight_init, print_model_summary, DelayedKeyboardInterrupt, \\\n",
    "    plot_learning_curves, visualize_data, SequenceWise\n",
    "from vocabulary import Vocabulary\n",
    "from dataloader import DataArgumentation, FromNumpyToTensor, IAMHandwritingDataset, alignCollate, ResizeAndPad\n",
    "from checkpoint import Checkpoint\n",
    "from models import CRNN\n",
    "from decoder import CTCGreedyDecoder\n",
    "from stopping import Stopping\n",
    "from logger import PytorchLogger, TensorboardLogger\n",
    "from spelling import Spelling\n",
    "from trainer import Trainer\n",
    "from evaluator import Evaluator\n",
    "from recognizer import Recognizer\n",
    "from scorer import Scorer, SpellingScorer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#torch.cuda.is_available = lambda : False\n",
    "#torch.backends.cudnn.enabled=False\n",
    "torch.backends.cudnn.deterministic = True\n",
    "#torch.backends.cudnn.benchmark = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 0\n",
    "np.random.seed(0)\n",
    "torch.manual_seed(seed)\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.manual_seed(seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = HYPERPARAMETERS({\n",
    "    'MODEL_PATH': './chkpt/IAM_HTR_CTC05.tar',\n",
    "    'ROOT_DIR': './data',\n",
    "    'EXPERIMENT': 'IAM_HTR_CTC05',\n",
    "    'BATCH_SIZE': 16,\n",
    "    'HEIGHT': 64,\n",
    "    'PADDING': 10,\n",
    "    'NUM_WORKERS': 8,\n",
    "    'HIDDEN_SIZE': 256,\n",
    "    'NUM_LAYERS': 2,\n",
    "    'RNN_DROPOUT': 0.5,\n",
    "    'LR': 0.0003,\n",
    "    'LR_LAMBDA': lambda epoch: max(math.pow(0.78, math.floor((1 + epoch) / 11.0)), 0.4),\n",
    "    'WEIGHT_DECAY': 0,\n",
    "    'MAX_GRAD_NORM': 5.,\n",
    "    'ARGUMENTATION': 0.9,\n",
    "    'STOPPING_PATIENCE': 10,\n",
    "    'NUM_EPOCHS': 50,\n",
    "    \n",
    "    'CHECKPOINT_FILE': 'IAM_HTR_CTC05',\n",
    "    'CHECKPOINT_INTERVAL': 5,\n",
    "    'CHECKPOINT_RESTORE': False,\n",
    "    \n",
    "    'USE_CUDA': torch.cuda.is_available(),\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1caacc7668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#https://research.fb.com/wp-content/uploads/2017/06/imagenet1kin1h5.pdf?\n",
    "\n",
    "max_epochs = H.NUM_EPOCHS\n",
    "epts = np.linspace(1, max_epochs+1, max_epochs)\n",
    "step_decay_out = np.vectorize(H.LR_LAMBDA)(epts) * H.LR\n",
    "\n",
    "plt.figure(figsize=(7,6))\n",
    "plt.plot(epts,step_decay_out, label='step_decay_out', color='y')\n",
    "plt.title(\"LR Decay Functions\")\n",
    "plt.xlabel(\"Epochs\");\n",
    "plt.ylabel(\"LR\");\n",
    "plt.grid(True)\n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from glob import glob\n",
    "from os.path import basename\n",
    "\n",
    "import json\n",
    "import random\n",
    "import numpy as np\n",
    "import re\n",
    "import math\n",
    "\n",
    "import PIL\n",
    "from PIL import Image\n",
    "\n",
    "import torch\n",
    "import torch.utils.data as data\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "import tensorlayer.prepro as prepro\n",
    "\n",
    "\n",
    "class IAMHandwritingDataset(data.Dataset):\n",
    "    \"\"\"IAM Handwriting Database ( http://www.fki.inf.unibe.ch/databases/iam-handwriting-database )\"\"\"\n",
    "\n",
    "    def __init__(self, root, vocab, dataset, transform=None, target_transform=None, max_size=None):\n",
    "        self.root = root\n",
    "        self.vocab = vocab\n",
    "        self.dataset = dataset\n",
    "        self.transform = transform\n",
    "        self.target_transform = target_transform\n",
    "        self.max_size = max_size\n",
    "        \n",
    "        \n",
    "        self.annotations = []\n",
    "        self.max_seq_length = 0\n",
    "        self.index = []\n",
    "\n",
    "        self.annotations, self.max_seq_length = self.load_annotations(root, dataset)\n",
    "        self.index = self.load_index(root)\n",
    "        \n",
    "        if isinstance(self.max_size, int):\n",
    "\n",
    "            assert self.max_size < len(self.annotations) # max_train_size needs to select a subset\n",
    "\n",
    "            self.annotations = random.sample(self.annotations, self.max_size)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        annotation = self.annotations[index]\n",
    "        line_id = annotation['line_id']\n",
    "        path = self.index[line_id]\n",
    "\n",
    "        image = Image.open(path).convert('L')\n",
    "        if self.transform is not None:\n",
    "            image = self.transform(image)\n",
    "\n",
    "        target = annotation['transcript']\n",
    "        target = [self.vocab(token) for token in target]\n",
    "        target = np.array(target)\n",
    "\n",
    "        if self.target_transform is not None:\n",
    "            target = self.target_transform(target)\n",
    "\n",
    "        return image, target\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.annotations)\n",
    "\n",
    "    @classmethod\n",
    "    def create(cls, root):\n",
    "        path = os.path.join(root, 'part/lines/aachen/tr.lst')\n",
    "        with open(path, 'r') as infile:\n",
    "            trainset = {v.strip() for v in infile.readlines()}\n",
    "            \n",
    "        path = os.path.join(root, 'part/lines/aachen/va.lst')\n",
    "        with open(path , 'r') as infile:\n",
    "            validationset1 = {v.strip() for v in infile.readlines()}\n",
    "       \n",
    "        try:\n",
    "            path = os.path.join(root, 'part/lines/aachen/va2.lst')\n",
    "            with open(path, 'r') as infile:\n",
    "                validationset2 = {v.strip() for v in infile.readlines()}\n",
    "        except:\n",
    "            validationset2 = {}\n",
    "        \n",
    "        path = os.path.join(root, 'part/lines/aachen/te.lst')\n",
    "        with open(path, 'r') as infile:\n",
    "            testset = {v.strip() for v in infile.readlines()}\n",
    "            \n",
    "        file_index = cls.load_index(root)\n",
    "\n",
    "        path = os.path.join(root, 'ascii/lines.txt')\n",
    "\n",
    "        annotations = []\n",
    "        max_seq_length = 0\n",
    "        with open(path, \"r\") as fd:\n",
    "            for idx, line in enumerate(fd.readlines()):\n",
    "                if '#' in line[0]:\n",
    "                    continue\n",
    "                fields = line.rstrip().split(\" \")\n",
    "                \n",
    "                transcript = fields[8]\n",
    "                # transcript field has whitespaces in it - need to fix the erroneous splits\n",
    "                if len(fields) > 9:\n",
    "                    for i in range(9, len(fields)):\n",
    "                        transcript += fields[i]\n",
    "                    \n",
    "                # replace | seperator with whitespace\n",
    "                transcript = transcript.replace(\"|\", \" \")   \n",
    "    \n",
    "                l = len(transcript)                \n",
    "                if not l:\n",
    "                    continue\n",
    "                \n",
    "                if l > max_seq_length:\n",
    "                    max_seq_length = l\n",
    "    \n",
    "                annotation={\n",
    "                    'line_id': fields[0],\n",
    "                    'seg_result': fields[1],\n",
    "                    'graylevel': fields[2],\n",
    "                    'components': fields[3],\n",
    "                    'bounding_box':[fields[4], fields[5], fields[6], fields[7]],\n",
    "                    'transcript': transcript\n",
    "                }\n",
    "\n",
    "                line_id = annotation['line_id']\n",
    "                path = file_index[line_id]\n",
    "                try:\n",
    "                    _ = Image.open(path)\n",
    "                except IOError:\n",
    "                    print('Corrupted image for %s ' % path)\n",
    "                    continue\n",
    "\n",
    "                if not line_id in file_index:\n",
    "                    print('File missing %s' % path)\n",
    "                    continue\n",
    "\n",
    "                line_id = annotation['line_id']#[:-4]\n",
    "                \n",
    "                if line_id in trainset:\n",
    "                    dataset = \"train\"\n",
    "                elif line_id in validationset1:\n",
    "                    dataset = \"valid1\"\n",
    "                elif line_id in validationset2:\n",
    "                    dataset = \"valid2\"\n",
    "                elif line_id in testset:\n",
    "                    dataset = \"test\"\n",
    "                else:\n",
    "                    dataset = \"train\"\n",
    "\n",
    "                annotation['dataset'] = dataset\n",
    "\n",
    "                annotations.append(annotation)\n",
    "\n",
    "        path = os.path.join(root, 'annotations.json')\n",
    "\n",
    "        with open(path, 'w') as outfile:\n",
    "            json.dump({'annotations': annotations,\n",
    "                      'max_seq_length': max_seq_length},\n",
    "                      outfile)\n",
    "\n",
    "    @classmethod\n",
    "    def load_annotations(cls, root, dataset):\n",
    "        path = os.path.join(root, 'annotations.json')\n",
    "\n",
    "        with open(path, \"r\") as fd:\n",
    "            content = json.load(fd)\n",
    "\n",
    "        if not len(content):\n",
    "            raise RuntimeError('Dataset empty.')\n",
    "\n",
    "        annotations = content['annotations']\n",
    "        max_seq_length = content['max_seq_length']\n",
    "            \n",
    "        if \"train\" in dataset:\n",
    "            annotations = [a for a in annotations if 'train' in a['dataset']]\n",
    "        elif \"valid\" in dataset:\n",
    "            annotations = [a for a in annotations if 'valid1' in a['dataset'] or 'valid2' in a['dataset']]\n",
    "        elif \"test\" in dataset:\n",
    "            annotations = [a for a in annotations if 'test' in a['dataset']]\n",
    "        else:\n",
    "            raise RuntimeError('Dataset parameter can be: \"train\", \"valid\" or \"test\".')\n",
    "\n",
    "        return annotations, max_seq_length\n",
    "\n",
    "    @classmethod\n",
    "    def load_index(cls, root):\n",
    "        path = os.path.join(root, 'imgs/lines_h64/') + \"*.jpg\"\n",
    "        files = glob(path)\n",
    "        \n",
    "        index = dict([(basename(path).rstrip(\".jpg\") , path) for path in files])\n",
    "\n",
    "        if not len(index):\n",
    "            raise RuntimeError('Image files empty.')\n",
    "        return index\n",
    "\n",
    "    def __repr__(self):\n",
    "        fmt_str = self.__class__.__name__ + '\\n'\n",
    "        fmt_str += '    Number of images found: {}\\n'.format(len(self.index))\n",
    "        fmt_str += '    Number of datapoints: {}\\n'.format(self.__len__())\n",
    "        fmt_str += '    Root Location: {}\\n'.format(self.root)\n",
    "        tmp = '    Transforms (if any): '\n",
    "        fmt_str += '{0}{1}\\n'.format(tmp, self.transform.__repr__().replace('\\n', '\\n' + ' ' * len(tmp)))\n",
    "        tmp = '    Target Transforms (if any): '\n",
    "        fmt_str += '{0}{1}'.format(tmp, self.target_transform.__repr__().replace('\\n', '\\n' + ' ' * len(tmp)))\n",
    "        return fmt_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "\n",
    "class Vocabulary(object):\n",
    "    def __init__(self, root_dir):\n",
    "        self.token2idx = {}\n",
    "        self.idx2token = {}\n",
    "        self.idx = 0\n",
    "        self.path = os.path.join(root_dir, 'vocab.json')\n",
    "\n",
    "        self.add('') # extra output dimension for the BLANK label required for CTC loss\n",
    "\n",
    "    def add(self, token):\n",
    "        if not token in self.token2idx:\n",
    "            self.token2idx[token] = self.idx\n",
    "            self.idx2token[self.idx] = token\n",
    "            self.idx += 1\n",
    "\n",
    "    def __call__(self, val):\n",
    "        res = None\n",
    "        if isinstance(val, str):\n",
    "            res = self.token2idx[val] if val in self.token2idx else self.token2idx['']\n",
    "        elif isinstance(val, int):\n",
    "            res = self.idx2token[val] if val <= self.__len__() else self.token2idx['']\n",
    "        else:\n",
    "            raise RuntimeError\n",
    "        return res\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.token2idx)\n",
    "\n",
    "    def create(self, alphabet):\n",
    "        for c in alphabet:\n",
    "            self.add(c)\n",
    "\n",
    "    def dump(self):\n",
    "        data = {'idx': self.idx, 'token2idx':self.token2idx, 'idx2token':self.idx2token}\n",
    "        with open(self.path, \"w\") as fd:\n",
    "            json.dump(data, fd)\n",
    "\n",
    "    def load(self):\n",
    "        with open(self.path, \"r\") as fd:\n",
    "            data = json.load(fd)\n",
    "            self.idx = int(data['idx'])\n",
    "            self.token2idx = data['token2idx']\n",
    "            self.idx2token = {int(k):v for k,v in data['idx2token'].items()}\n",
    "\n",
    "    def __repr__(self):\n",
    "        fmt_str = self.__class__.__name__ + '\\n'\n",
    "        fmt_str += '    Number of tokens: {}\\n'.format(self.__len__())\n",
    "        return fmt_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IAMHandwritingDataset.create('./data/IAM/')\n",
    "# vocab = Vocabulary(\"./data/IAM/\")\n",
    "# train_dataset = IAMHandwritingDataset('./data/IAM/', vocab, dataset=\"train\")\n",
    "# len(train_dataset.annotations[0]['transcript'])\n",
    "# train_dataset.annotations[0]['transcript']\n",
    "# d = {}\n",
    "# for ann in train_dataset.annotations:\n",
    "#     for c in ann['transcript']:\n",
    "#         d[c] = 1 if not c in d else d[c] + 1\n",
    "# vocab.create(sorted(list(d.keys())))\n",
    "# vocab.dump()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Vocabulary\n",
       "    Number of tokens: 80"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vocab = Vocabulary(\"./data/IAM/\")\n",
    "vocab.load()\n",
    "vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataArgumentation(object):\n",
    "    def __init__(self, threshold=0.5):\n",
    "        self.threshold = threshold\n",
    "\n",
    "    def __call__(self, img):\n",
    "        if random.random() < self.threshold:\n",
    "            img = np.array(img)\n",
    "            img = img.reshape(1, img.shape[0], img.shape[1])\n",
    "\n",
    "#             img = prepro.rotation(img, 5, is_random=True, row_index=1, col_index=2, channel_index=0)\n",
    "            img = prepro.shift(img, 0.01, 0.04, is_random=True, row_index=1, col_index=2, channel_index=0)\n",
    "#             img = prepro.shear(img, intensity=0.1, is_random=True, row_index=1, col_index=2, channel_index=0)\n",
    "#             img = prepro.zoom(img, (1.0, 1.2), is_random=True, row_index=1, col_index=2, channel_index=0)\n",
    "\n",
    "            img = prepro.elastic_transform(img.squeeze(0), is_random=True, alpha=5.5, sigma=35, cval=0.0)\n",
    "\n",
    "            img = Image.fromarray(img)\n",
    "        return img\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "image_transform_train = transforms.Compose([\n",
    "    transforms.Pad((H.PADDING, H.PADDING, H.PADDING, H.PADDING), fill=255),\n",
    "#     DataArgumentation(threshold=H.ARGUMENTATION),\n",
    "    transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "image_transform_test = transforms.Compose([\n",
    "    transforms.Pad((H.PADDING, H.PADDING, H.PADDING, H.PADDING), fill=255),\n",
    "    transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "target_transform = transforms.Compose([\n",
    "    FromNumpyToTensor()\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(IAMHandwritingDataset\n",
       "     Number of images found: 13353\n",
       "     Number of datapoints: 9472\n",
       "     Root Location: ./data/IAM/\n",
       "     Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40e10>\n",
       "     Target Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40470>,\n",
       " 592)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset = IAMHandwritingDataset('./data/IAM/', vocab, dataset=\"train\", #max_size=10000,\n",
    "                                     transform=image_transform_train, target_transform=target_transform)\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_dataset, batch_size=H.BATCH_SIZE, num_workers=H.NUM_WORKERS, shuffle=True,\n",
    "    collate_fn=alignCollate(img_height=H.HEIGHT), pin_memory=True)\n",
    "\n",
    "train_dataset, len(train_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(IAMHandwritingDataset\n",
       "     Number of images found: 13353\n",
       "     Number of datapoints: 966\n",
       "     Root Location: ./data/IAM/\n",
       "     Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40860>\n",
       "     Target Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40470>,\n",
       " 61)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_dataset = IAMHandwritingDataset('./data/IAM/', vocab, dataset=\"valid\", #max_size=200,\n",
    "                                     transform=image_transform_test, target_transform=target_transform)\n",
    "\n",
    "valid_loader = torch.utils.data.DataLoader(\n",
    "    valid_dataset, batch_size=H.BATCH_SIZE, shuffle=False, num_workers=H.NUM_WORKERS, \n",
    "    collate_fn=alignCollate(img_height=H.HEIGHT), pin_memory=True)\n",
    "\n",
    "valid_dataset, len(valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(IAMHandwritingDataset\n",
       "     Number of images found: 13353\n",
       "     Number of datapoints: 2915\n",
       "     Root Location: ./data/IAM/\n",
       "     Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40860>\n",
       "     Target Transforms (if any): <torchvision.transforms.transforms.Compose object at 0x1cb0d40470>,\n",
       " 183)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_dataset = IAMHandwritingDataset('./data/IAM/', vocab, dataset=\"test\", \n",
    "                                     transform=image_transform_test, target_transform=target_transform)\n",
    "\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    test_dataset, batch_size=H.BATCH_SIZE, shuffle=False, num_workers=H.NUM_WORKERS,\n",
    "    collate_fn=alignCollate(img_height=H.HEIGHT))\n",
    "\n",
    "test_dataset, len(test_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([16, 1, 64, 1257]) torch.Size([16, 63])\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8aa5988c79c64ef08d91deda83bd4417",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=7, description='idx', max=15), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import ipywidgets as widgets\n",
    "\n",
    "input_vars, target_vars, input_sizes, target_len = next(train_loader.__iter__())\n",
    "\n",
    "print(input_vars.shape, target_vars.shape)\n",
    "\n",
    "@interact(idx=(0, H['BATCH_SIZE']-1))\n",
    "def show(idx):\n",
    "    print(input_vars[idx].shape)\n",
    "    visualize_data(input_vars[idx], target_vars[idx], vocab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(input_vars[0].numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "14e0874aa7554c20b18e7dbb4053c76b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='idx', max=16), IntSlider(value=0, description='x', max=1, min=-1), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "im = plt.imshow(input_vars[0].squeeze(0), cmap='binary')\n",
    "\n",
    "@interact(idx=(0,input_vars.size(0)), x=(-1,1))\n",
    "def rotate(idx, x):\n",
    "    img = input_vars[idx].numpy()\n",
    "    img = img.reshape(1, img.shape[1], img.shape[2])\n",
    "    \n",
    "    img_out = prepro.rotation(img, x, is_random=False, row_index=1, col_index=2, channel_index=0)\n",
    "    im.set_data(img_out.squeeze(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "df72b7c3095a4e568414d2b1b06769bd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='idx', max=16), FloatSlider(value=0.0, description='wrg', max=0.2, min=-0.2), FloatSlider(value=0.0, description='hrg', max=0.4, min=-0.4), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "im = plt.imshow(input_vars[0].squeeze(0), cmap='binary')\n",
    "\n",
    "@interact(idx=(0,input_vars.size(0)), wrg=(-0.2,0.2), hrg=(-0.4,0.4))\n",
    "def shift(idx, wrg, hrg):\n",
    "    img = input_vars[idx].numpy()\n",
    "    img = img.reshape(1, img.shape[1], img.shape[2])\n",
    "    \n",
    "    img_out = prepro.shift(img, wrg/10, hrg/10, is_random=False, row_index=1, col_index=2, channel_index=0)\n",
    "    im.set_data(img_out.squeeze(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
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     "output_type": "display_data"
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b0989cd8576347c58fb61f4c65fe0442",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='idx', max=16), FloatSlider(value=0.05, description='intensity', max=0.1), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "im = plt.imshow(input_vars[0].squeeze(0), cmap='binary')\n",
    "\n",
    "@interact(idx=(0,input_vars.size(0)), intensity=(0.0,0.1))\n",
    "def shear(idx, intensity):\n",
    "    img = input_vars[idx].numpy()\n",
    "    img = img.reshape(1, img.shape[1], img.shape[2])\n",
    "        \n",
    "    img_out = prepro.shear(img, intensity=intensity/10, is_random=False, row_index=1, col_index=2, channel_index=0)\n",
    "    im.set_data(img_out.squeeze(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e8e906c42fa480fb3cc970015809e25",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='idx', max=16), FloatSlider(value=0.5, description='x', max=1.0), FloatSlider(value=0.65, description='y', max=1.3), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "im = plt.imshow(input_vars[0].squeeze(0), cmap='binary')\n",
    "\n",
    "@interact(idx=(0,input_vars.size(0)), x=(0.0,1.0), y=(0.0,1.3))\n",
    "def zoom(idx, x, y):\n",
    "    img = input_vars[idx].numpy()\n",
    "    img = img.reshape(1, img.shape[1], img.shape[2])\n",
    "        \n",
    "    img_out = prepro.zoom(img, (x, y), is_random=False, row_index=1, col_index=2, channel_index=0)\n",
    "    im.set_data(img_out.squeeze(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "35f1c45fc61e4d859ec8cc752e998c75",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>interactive</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "interactive(children=(IntSlider(value=8, description='idx', max=16), IntSlider(value=35, description='alpha', max=50, min=20), FloatSlider(value=5.5, description='sigma', max=7.0, min=4.0), Output()), _dom_classes=('widget-interact',))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "im = plt.imshow(input_vars[0].squeeze(0), cmap='binary')\n",
    "\n",
    "@interact(idx=(0,input_vars.size(0)), alpha=(20,50), sigma=(4.0,7.0))\n",
    "def elastic_transform(idx, alpha, sigma):\n",
    "    img = input_vars[idx].numpy()\n",
    "    img = img.reshape(1, img.shape[1], img.shape[2])\n",
    "    \n",
    "    img_out = prepro.elastic_transform(img.squeeze(0), alpha=alpha, sigma=sigma, cval=0.0)\n",
    "    im.set_data(img_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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