VAE.ipynb

{
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#</th>\n",
       "      <th>emoji</th>\n",
       "      <th>unicode</th>\n",
       "      <th>name</th>\n",
       "      <th>Apple</th>\n",
       "      <th>Google</th>\n",
       "      <th>Facebook</th>\n",
       "      <th>Windows</th>\n",
       "      <th>Twitter</th>\n",
       "      <th>JoyPixels</th>\n",
       "      <th>Samsung</th>\n",
       "      <th>Gmail</th>\n",
       "      <th>SoftBank</th>\n",
       "      <th>DoCoMo</th>\n",
       "      <th>KDDI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>😀</td>\n",
       "      <td>U+1F600</td>\n",
       "      <td>grinning face</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAPAKIFAJh3AP/z...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>😃</td>\n",
       "      <td>U+1F603</td>\n",
       "      <td>grinning face with big eyes</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAKIFAF5LAP/z...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDwAPAKIAAP///wAA...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAIABAMxm////...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDgAPALMJAP//mf/M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>😄</td>\n",
       "      <td>U+1F604</td>\n",
       "      <td>grinning face with smiling eyes</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAKIGAF5LAJh3...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDwAPAHcAMSH+GlNv...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>😁</td>\n",
       "      <td>U+1F601</td>\n",
       "      <td>beaming face with smiling eyes</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAKIGAIoAAf/v...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDwAPAHcAMSH+GlNv...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAIABAP+ZAP//...</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDgAPALMIAJmZmf//...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>😆</td>\n",
       "      <td>U+1F606</td>\n",
       "      <td>grinning squinting face</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
       "      <td>data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...</td>\n",
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       "      <td>data:image/png;base64,R0lGODlhEAAMAKIFAF5LAP/z...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>data:image/png;base64,R0lGODlhDAAMAIABAMxm////...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "   # emoji  unicode                             name  \\\n",
       "0  1     😀  U+1F600                    grinning face   \n",
       "1  2     😃  U+1F603      grinning face with big eyes   \n",
       "2  3     😄  U+1F604  grinning face with smiling eyes   \n",
       "3  4     😁  U+1F601   beaming face with smiling eyes   \n",
       "4  5     😆  U+1F606          grinning squinting face   \n",
       "\n",
       "                                               Apple  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                              Google  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                            Facebook  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                             Windows  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                             Twitter  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                           JoyPixels  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                             Samsung  \\\n",
       "0  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "1  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "2  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "3  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "4  data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAA...   \n",
       "\n",
       "                                               Gmail  \\\n",
       "0  data:image/png;base64,R0lGODlhDAAPAKIFAJh3AP/z...   \n",
       "1  data:image/png;base64,R0lGODlhDAAMAKIFAF5LAP/z...   \n",
       "2  data:image/png;base64,R0lGODlhDAAMAKIGAF5LAJh3...   \n",
       "3  data:image/png;base64,R0lGODlhDAAMAKIGAIoAAf/v...   \n",
       "4  data:image/png;base64,R0lGODlhEAAMAKIFAF5LAP/z...   \n",
       "\n",
       "                                            SoftBank  \\\n",
       "0                                                NaN   \n",
       "1  data:image/png;base64,R0lGODlhDwAPAKIAAP///wAA...   \n",
       "2  data:image/png;base64,R0lGODlhDwAPAHcAMSH+GlNv...   \n",
       "3  data:image/png;base64,R0lGODlhDwAPAHcAMSH+GlNv...   \n",
       "4                                                NaN   \n",
       "\n",
       "                                              DoCoMo  \\\n",
       "0                                                NaN   \n",
       "1  data:image/png;base64,R0lGODlhDAAMAIABAMxm////...   \n",
       "2                                                NaN   \n",
       "3  data:image/png;base64,R0lGODlhDAAMAIABAP+ZAP//...   \n",
       "4  data:image/png;base64,R0lGODlhDAAMAIABAMxm////...   \n",
       "\n",
       "                                                KDDI  \n",
       "0                                                NaN  \n",
       "1  data:image/png;base64,R0lGODlhDgAPALMJAP//mf/M...  \n",
       "2                                                NaN  \n",
       "3  data:image/png;base64,R0lGODlhDgAPALMIAJmZmf//...  \n",
       "4                                                NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from urllib import request\n",
    "from PIL import Image\n",
    "from IPython import display\n",
    "import time\n",
    "\n",
    "datapath = 'dataset/full_emoji.csv'\n",
    "df = pd.read_csv(datapath)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a7cdd55-d744-40d5-af5b-4ce2889bbd05",
   "metadata": {},
   "outputs": [],
   "source": [
    "def toimg(img_url):\n",
    "    request.urlretrieve(img_url, 'img')\n",
    "    img = Image.open('img')\n",
    "    return img\n",
    "\n",
    "def imgtoarray(img_url):\n",
    "    try:\n",
    "        img = toimg(img_url)\n",
    "        return np.asarray(img)\n",
    "    except TypeError:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4bb2a4b3-47cc-44ed-b1ae-759deb1d4b67",
   "metadata": {},
   "outputs": [],
   "source": [
    "google_images = []\n",
    "for url in df['Google'][:100].to_list():\n",
    "    google_images.append(imgtoarray(url))\n",
    "google_images = google_images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "360afd2a-2bee-4b28-ae05-c1e0160f7246",
   "metadata": {},
   "outputs": [],
   "source": [
    "# google_images = google_images / 255.0\n",
    "train_img = google_images[:80]\n",
    "test_img = google_images[80:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "874934e4-c646-4335-860b-c49e7eb85c62",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/9_/rnj5svk11p1157tkdv28yb6r0000gn/T/ipykernel_74619/2392140627.py:5: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  return np.asarray(result)\n"
     ]
    }
   ],
   "source": [
    "def make_batch(data):\n",
    "    result = []\n",
    "    for i in range(0, len(data), 10):\n",
    "        result.append(np.asarray(data[i:i+11]))\n",
    "    return np.asarray(result)\n",
    "train_img = make_batch(train_img)/ 255.0\n",
    "test_img = make_batch(test_img)/ 255.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d3109297-3fc0-4363-9e7e-b35064da2b41",
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   "outputs": [
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     "execution_count": 6,
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   ],
   "source": [
    "train_img[0].shape"
   ]
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_img[0].astype('float64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2a6fbc81-16a8-4512-bb21-f14b7eed2e6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras import layers\n",
    "from tensorflow.keras.models import Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0e908ee9-aa01-42f6-b04a-cb00326aae76",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CVAE(tf.keras.Model):\n",
    "    \"\"\"Convolutional variational autoencoder.\"\"\"\n",
    "\n",
    "    def __init__(self, latent_dim):\n",
    "        super(CVAE, self).__init__()\n",
    "        self.latent_dim = latent_dim\n",
    "        self.encoder = tf.keras.Sequential(\n",
    "            [\n",
    "                tf.keras.layers.InputLayer(input_shape=(72, 72, 4)),\n",
    "                tf.keras.layers.Conv2D(\n",
    "                    filters=32, kernel_size=3, strides=(2, 2), activation='relu'),\n",
    "                tf.keras.layers.Conv2D(\n",
    "                    filters=64, kernel_size=3, strides=(2, 2), activation='relu'),\n",
    "                tf.keras.layers.Flatten(),\n",
    "                # No activation\n",
    "                tf.keras.layers.Dense(latent_dim + latent_dim),\n",
    "            ]\n",
    "        )\n",
    "\n",
    "        self.decoder = tf.keras.Sequential(\n",
    "            [\n",
    "                tf.keras.layers.InputLayer(input_shape=(latent_dim,)),\n",
    "                tf.keras.layers.Dense(units=18*18*32, activation=tf.nn.relu),\n",
    "                tf.keras.layers.Reshape(target_shape=(18, 18, 32)),\n",
    "                tf.keras.layers.Conv2DTranspose(\n",
    "                    filters=64, kernel_size=3, strides=2, padding='same',\n",
    "                    activation='relu'),\n",
    "                tf.keras.layers.Conv2DTranspose(\n",
    "                    filters=32, kernel_size=3, strides=2, padding='same',\n",
    "                    activation='relu'),\n",
    "                # No activation\n",
    "                tf.keras.layers.Conv2DTranspose(\n",
    "                    filters=4, kernel_size=3, strides=1, padding='same'),\n",
    "            ]\n",
    "        )\n",
    "\n",
    "    @tf.function\n",
    "    def sample(self, eps=None):\n",
    "        if eps is None:\n",
    "            eps = tf.random.normal(shape=(100, self.latent_dim))\n",
    "        return self.decode(eps, apply_sigmoid=True)\n",
    "\n",
    "    def encode(self, x):\n",
    "        mean, logvar = tf.split(self.encoder(x), num_or_size_splits=2, axis=1)\n",
    "        return mean, logvar\n",
    "\n",
    "    def reparameterize(self, mean, logvar):\n",
    "        eps = tf.random.normal(shape=mean.shape)\n",
    "        return eps * tf.exp(logvar * .5) + mean\n",
    "\n",
    "    def decode(self, z, apply_sigmoid=False):\n",
    "        logits = self.decoder(z)\n",
    "        if apply_sigmoid:\n",
    "            probs = tf.sigmoid(logits)\n",
    "            return probs\n",
    "        return logits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "074a76c0-5a75-44b3-9172-1c2a38c061dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tf.keras.optimizers.Adam(1e-4)\n",
    "\n",
    "def log_normal_pdf(sample, mean, logvar, raxis=1):\n",
    "    log2pi = tf.math.log(2. * np.pi)\n",
    "    return tf.reduce_sum(\n",
    "      -.5 * ((sample - mean) ** 2. * tf.exp(-logvar) + logvar + log2pi),\n",
    "      axis=raxis)\n",
    "\n",
    "\n",
    "def compute_loss(model, x):\n",
    "    mean, logvar = model.encode(x)\n",
    "    z = model.reparameterize(mean, logvar)\n",
    "    x_logit = model.decode(z)\n",
    "    x_logit = tf.cast(x_logit, dtype='float64')\n",
    "    cross_ent = tf.nn.sigmoid_cross_entropy_with_logits(logits=x_logit, labels=x)\n",
    "    logpx_z = -tf.reduce_sum(cross_ent, axis=[1, 2, 3])\n",
    "    logpx_z = tf.cast(logpx_z, dtype='float32')\n",
    "    logpz = log_normal_pdf(z, 0., 0.)\n",
    "    logqz_x = log_normal_pdf(z, mean, logvar)\n",
    "    return -tf.reduce_mean(logpx_z + logpz - logqz_x)\n",
    "\n",
    "\n",
    "@tf.function\n",
    "def train_step(model, x, optimizer):\n",
    "    \"\"\"Executes one training step and returns the loss.\n",
    "\n",
    "    This function computes the loss and gradients, and uses the latter to\n",
    "    update the model's parameters.\n",
    "    \"\"\"\n",
    "    with tf.GradientTape() as tape:\n",
    "        loss = compute_loss(model, x)\n",
    "    gradients = tape.gradient(loss, model.trainable_variables)\n",
    "    optimizer.apply_gradients(zip(gradients, model.trainable_variables))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1f796e41-10d7-4ced-8442-cde617204f40",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Metal device set to: Apple M1 Max\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-02-14 19:01:33.449169: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:305] Could not identify NUMA node of platform GPU ID 0, defaulting to 0. Your kernel may not have been built with NUMA support.\n",
      "2022-02-14 19:01:33.449318: I tensorflow/core/common_runtime/pluggable_device/pluggable_device_factory.cc:271] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 0 MB memory) -> physical PluggableDevice (device: 0, name: METAL, pci bus id: <undefined>)\n"
     ]
    }
   ],
   "source": [
    "epochs = 100\n",
    "# set the dimensionality of the latent space to a plane for visualization later\n",
    "latent_dim = 2\n",
    "num_examples_to_generate = 10\n",
    "\n",
    "# keeping the random vector constant for generation (prediction) so\n",
    "# it will be easier to see the improvement.\n",
    "random_vector_for_generation = tf.random.normal(\n",
    "    shape=[num_examples_to_generate, latent_dim])\n",
    "model = CVAE(latent_dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af79d99a-9f17-40f5-b975-7b255985972f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_and_save_images(model, epoch, test_sample):\n",
    "    mean, logvar = model.encode(test_sample)\n",
    "    z = model.reparameterize(mean, logvar)\n",
    "    predictions = model.sample(z)\n",
    "    fig = plt.figure(figsize=(4, 4))\n",
    "\n",
    "    for i in range(predictions.shape[0]):\n",
    "        plt.subplot(4, 4, i + 1)\n",
    "        plt.imshow(predictions[i, :, :, 0])\n",
    "        plt.axis('off')\n",
    "\n",
    "    # tight_layout minimizes the overlap between 2 sub-plots\n",
    "    plt.savefig('./vae_imgs/image_at_epoch_{:04d}.png'.format(epoch))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "37932607-463b-4a86-b6d6-b913d873d510",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_size = 80\n",
    "batch_size = 20\n",
    "test_size = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ea7a9285-dd3c-4009-93ca-36150af8b57c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pick a sample of the test set for generating output images\n",
    "assert batch_size >= num_examples_to_generate\n",
    "for test_batch in test_img:\n",
    "    test_sample = test_batch[0:num_examples_to_generate, :, :, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "15780450-ff61-404d-b63c-5ad0b2402892",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 100, Test set ELBO: -7512.421875, time elapse for current epoch: 0.11598896980285645\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generate_and_save_images(model, 0, test_sample)\n",
    "\n",
    "for epoch in range(1, epochs + 1):\n",
    "    start_time = time.time()\n",
    "    for train_x in train_img:\n",
    "        train_x = tf.cast(train_x, dtype='float64')\n",
    "        train_step(model, train_x, optimizer)\n",
    "    end_time = time.time()\n",
    "\n",
    "    loss = tf.keras.metrics.Mean()\n",
    "    for test_x in test_img:\n",
    "        test_x = tf.cast(test_x, dtype='float64')\n",
    "        loss(compute_loss(model, test_x))\n",
    "    elbo = -loss.result()\n",
    "    display.clear_output(wait=False)\n",
    "    print('Epoch: {}, Test set ELBO: {}, time elapse for current epoch: {}'\n",
    "        .format(epoch, elbo, end_time - start_time))\n",
    "    generate_and_save_images(model, epoch, test_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "200a7e27-cea7-4dd7-8029-20a432c4cc8c",
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.34290993e-01, 1.19972751e-01, 1.32748663e-01,\n",
       "           1.22101083e-01],\n",
       "          [3.98189165e-02, 5.27003855e-02, 3.92825417e-02,\n",
       "           4.48439531e-02],\n",
       "          [3.67874205e-02, 4.53889295e-02, 4.10266519e-02,\n",
       "           3.87334377e-02],\n",
       "          ...,\n",
       "          [1.54086296e-02, 2.50178091e-02, 1.47185400e-02,\n",
       "           1.81068499e-02],\n",
       "          [2.40126494e-02, 3.01328134e-02, 2.44005583e-02,\n",
       "           2.51492076e-02],\n",
       "          [7.26533011e-02, 1.37276068e-01, 6.28612414e-02,\n",
       "           9.09755379e-02]],\n",
       " \n",
       "         [[4.61582616e-02, 3.68328989e-02, 4.85848151e-02,\n",
       "           2.34828815e-02],\n",
       "          [5.80953667e-03, 6.21162774e-03, 4.38487250e-03,\n",
       "           2.53074872e-03],\n",
       "          [5.04404539e-03, 4.19760682e-03, 5.11769252e-03,\n",
       "           2.20625964e-03],\n",
       "          ...,\n",
       "          [9.78603843e-04, 1.34913297e-03, 6.65263273e-04,\n",
       "           4.03743907e-04],\n",
       "          [2.02611089e-03, 1.57476671e-03, 1.80395297e-03,\n",
       "           6.58876088e-04],\n",
       "          [1.25250313e-02, 2.34685764e-02, 6.93117222e-03,\n",
       "           1.27974935e-02]],\n",
       " \n",
       "         [[3.40862609e-02, 3.43804359e-02, 3.53499278e-02,\n",
       "           1.91792287e-02],\n",
       "          [6.88183168e-03, 4.09013405e-03, 4.99213114e-03,\n",
       "           2.24320986e-03],\n",
       "          [5.12842368e-03, 4.54658410e-03, 3.09251202e-03,\n",
       "           1.99985062e-03],\n",
       "          ...,\n",
       "          [1.18614431e-03, 6.74414739e-04, 6.57070545e-04,\n",
       "           2.55092804e-04],\n",
       "          [1.57354074e-03, 1.52169389e-03, 9.83372563e-04,\n",
       "           4.92319930e-04],\n",
       "          [1.39590409e-02, 1.39581533e-02, 7.46413041e-03,\n",
       "           8.37383512e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.21427397e-02, 2.65939534e-02, 3.48869525e-02,\n",
       "           1.35912374e-02],\n",
       "          [3.59210139e-03, 2.49622716e-03, 2.39525782e-03,\n",
       "           8.73786106e-04],\n",
       "          [2.76313163e-03, 1.76069885e-03, 2.28557480e-03,\n",
       "           6.01875770e-04],\n",
       "          ...,\n",
       "          [2.42181468e-05, 1.60701820e-05, 9.60511898e-06,\n",
       "           2.15046384e-06],\n",
       "          [9.01250678e-05, 4.42079472e-05, 6.62049642e-05,\n",
       "           1.03447137e-05],\n",
       "          [2.04753014e-03, 2.45086057e-03, 6.47761743e-04,\n",
       "           9.94114089e-04]],\n",
       " \n",
       "         [[5.29450476e-02, 5.58077060e-02, 5.75495176e-02,\n",
       "           3.00405994e-02],\n",
       "          [1.34237399e-02, 7.46848993e-03, 1.06818173e-02,\n",
       "           3.61050805e-03],\n",
       "          [8.06314778e-03, 7.00043747e-03, 6.15086267e-03,\n",
       "           2.59025861e-03],\n",
       "          ...,\n",
       "          [2.69722339e-04, 9.09204900e-05, 1.32064684e-04,\n",
       "           2.75293150e-05],\n",
       "          [4.20867378e-04, 3.33275530e-04, 2.19025460e-04,\n",
       "           7.42273405e-05],\n",
       "          [6.99605001e-03, 5.17364126e-03, 2.94987112e-03,\n",
       "           3.20941303e-03]],\n",
       " \n",
       "         [[1.45337731e-01, 1.43363476e-01, 1.59687892e-01,\n",
       "           8.29157308e-02],\n",
       "          [6.89980984e-02, 3.13380398e-02, 5.59864193e-02,\n",
       "           1.69392191e-02],\n",
       "          [5.39785475e-02, 2.63245534e-02, 3.75267155e-02,\n",
       "           1.29730934e-02],\n",
       "          ...,\n",
       "          [7.74533907e-03, 1.15134800e-03, 3.36620002e-03,\n",
       "           4.01365105e-04],\n",
       "          [1.00603895e-02, 2.49850121e-03, 4.35024453e-03,\n",
       "           8.35641404e-04],\n",
       "          [6.66404441e-02, 1.11758979e-02, 2.02369168e-02,\n",
       "           1.18418178e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.38860926e-01, 1.24378808e-01, 1.37389466e-01,\n",
       "           1.26488328e-01],\n",
       "          [4.23832089e-02, 5.57805412e-02, 4.19064015e-02,\n",
       "           4.75273207e-02],\n",
       "          [3.91296372e-02, 4.81513441e-02, 4.36105877e-02,\n",
       "           4.10650857e-02],\n",
       "          ...,\n",
       "          [1.69265103e-02, 2.71828175e-02, 1.62170455e-02,\n",
       "           1.97488777e-02],\n",
       "          [2.60183699e-02, 3.25083882e-02, 2.65277773e-02,\n",
       "           2.71224286e-02],\n",
       "          [7.64295757e-02, 1.42097309e-01, 6.66627809e-02,\n",
       "           9.49473307e-02]],\n",
       " \n",
       "         [[4.89529744e-02, 3.92582007e-02, 5.15721515e-02,\n",
       "           2.53140815e-02],\n",
       "          [6.43245969e-03, 6.87032519e-03, 4.90470976e-03,\n",
       "           2.85273697e-03],\n",
       "          [5.58866654e-03, 4.67303675e-03, 5.68383979e-03,\n",
       "           2.47231079e-03],\n",
       "          ...,\n",
       "          [1.14596682e-03, 1.57059822e-03, 7.88976147e-04,\n",
       "           4.81883879e-04],\n",
       "          [2.33061425e-03, 1.82191085e-03, 2.08484684e-03,\n",
       "           7.74077140e-04],\n",
       "          [1.37530817e-02, 2.53929533e-02, 7.77197164e-03,\n",
       "           1.39695024e-02]],\n",
       " \n",
       "         [[3.64254639e-02, 3.67178358e-02, 3.78282517e-02,\n",
       "           2.07515452e-02],\n",
       "          [7.57111050e-03, 4.55985405e-03, 5.55807492e-03,\n",
       "           2.51944689e-03],\n",
       "          [5.63948648e-03, 5.02964342e-03, 3.47511098e-03,\n",
       "           2.23203027e-03],\n",
       "          ...,\n",
       "          [1.37996464e-03, 7.96724577e-04, 7.80960952e-04,\n",
       "           3.07313312e-04],\n",
       "          [1.81434827e-03, 1.76003214e-03, 1.15814747e-03,\n",
       "           5.81484230e-04],\n",
       "          [1.52752940e-02, 1.52723063e-02, 8.35386291e-03,\n",
       "           9.24219284e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.43361348e-02, 2.84634084e-02, 3.72528620e-02,\n",
       "           1.47970179e-02],\n",
       "          [4.01399937e-03, 2.80834152e-03, 2.70512816e-03,\n",
       "           1.00516935e-03],\n",
       "          [3.09426105e-03, 1.98444608e-03, 2.57361145e-03,\n",
       "           6.93349633e-04],\n",
       "          ...,\n",
       "          [3.12334159e-05, 2.09307364e-05, 1.27097946e-05,\n",
       "           2.94055303e-06],\n",
       "          [1.12021706e-04, 5.57993953e-05, 8.31497164e-05,\n",
       "           1.34577422e-05],\n",
       "          [2.34969868e-03, 2.80208932e-03, 7.70051964e-04,\n",
       "           1.15502556e-03]],\n",
       " \n",
       "         [[5.57872951e-02, 5.86329848e-02, 6.05536476e-02,\n",
       "           3.20358835e-02],\n",
       "          [1.45098530e-02, 8.18008929e-03, 1.16263963e-02,\n",
       "           4.01619868e-03],\n",
       "          [8.78797751e-03, 7.65931932e-03, 6.77528419e-03,\n",
       "           2.88733118e-03],\n",
       "          ...,\n",
       "          [3.25392029e-04, 1.13024696e-04, 1.63251840e-04,\n",
       "           3.51609415e-05],\n",
       "          [5.00562135e-04, 4.00354096e-04, 2.67944823e-04,\n",
       "           9.19607701e-05],\n",
       "          [7.78098684e-03, 5.80943003e-03, 3.37584526e-03,\n",
       "           3.61913419e-03]],\n",
       " \n",
       "         [[1.49264038e-01, 1.47213861e-01, 1.63648888e-01,\n",
       "           8.62412751e-02],\n",
       "          [7.19700083e-02, 3.32737081e-02, 5.86202890e-02,\n",
       "           1.81988180e-02],\n",
       "          [5.65061979e-02, 2.79905610e-02, 3.96678038e-02,\n",
       "           1.39847351e-02],\n",
       "          ...,\n",
       "          [8.62893090e-03, 1.34523760e-03, 3.82897235e-03,\n",
       "           4.79701790e-04],\n",
       "          [1.11001497e-02, 2.86124717e-03, 4.92407009e-03,\n",
       "           9.76398645e-04],\n",
       "          [6.99278936e-02, 1.23116355e-02, 2.19837371e-02,\n",
       "           1.29728056e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.37694255e-01, 1.23225771e-01, 1.36187762e-01,\n",
       "           1.25374123e-01],\n",
       "          [4.17211168e-02, 5.49731217e-02, 4.12226766e-02,\n",
       "           4.68364358e-02],\n",
       "          [3.85414176e-02, 4.74534966e-02, 4.29564007e-02,\n",
       "           4.04861085e-02],\n",
       "          ...,\n",
       "          [1.59414671e-02, 2.57815029e-02, 1.52435675e-02,\n",
       "           1.86839849e-02],\n",
       "          [2.47364603e-02, 3.09934914e-02, 2.51642670e-02,\n",
       "           2.58615762e-02],\n",
       "          [7.40397200e-02, 1.39069557e-01, 6.42530099e-02,\n",
       "           9.24346745e-02]],\n",
       " \n",
       "         [[4.82180119e-02, 3.86253260e-02, 5.07821105e-02,\n",
       "           2.48290747e-02],\n",
       "          [6.27061585e-03, 6.69670384e-03, 4.76644095e-03,\n",
       "           2.76704691e-03],\n",
       "          [5.44689270e-03, 4.55113733e-03, 5.53651946e-03,\n",
       "           2.40484253e-03],\n",
       "          ...,\n",
       "          [1.03588961e-03, 1.42526207e-03, 7.07489555e-04,\n",
       "           4.30262269e-04],\n",
       "          [2.13376153e-03, 1.66206283e-03, 1.90242787e-03,\n",
       "           6.99239783e-04],\n",
       "          [1.29711377e-02, 2.41724253e-02, 7.23365089e-03,\n",
       "           1.32243214e-02]],\n",
       " \n",
       "         [[3.58043164e-02, 3.60902101e-02, 3.71662565e-02,\n",
       "           2.03320533e-02],\n",
       "          [7.39056617e-03, 4.43482911e-03, 5.40809659e-03,\n",
       "           2.44719442e-03],\n",
       "          [5.51147759e-03, 4.90470370e-03, 3.37567180e-03,\n",
       "           2.17357231e-03],\n",
       "          ...,\n",
       "          [1.25253538e-03, 7.16230075e-04, 6.99008873e-04,\n",
       "           2.72767094e-04],\n",
       "          [1.65869982e-03, 1.60576322e-03, 1.04434462e-03,\n",
       "           5.23594441e-04],\n",
       "          [1.44367358e-02, 1.44367637e-02, 7.78328441e-03,\n",
       "           8.68912693e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.40847038e-02, 2.82640047e-02, 3.69551443e-02,\n",
       "           1.46575728e-02],\n",
       "          [3.97089822e-03, 2.77582719e-03, 2.66954536e-03,\n",
       "           9.91018955e-04],\n",
       "          [3.06459609e-03, 1.96385384e-03, 2.54589529e-03,\n",
       "           6.84347644e-04],\n",
       "          ...,\n",
       "          [2.88509636e-05, 1.92792049e-05, 1.16391629e-05,\n",
       "           2.66682900e-06],\n",
       "          [1.05140425e-04, 5.20081267e-05, 7.76208253e-05,\n",
       "           1.24347080e-05],\n",
       "          [2.25606631e-03, 2.69080675e-03, 7.31024018e-04,\n",
       "           1.10670296e-03]],\n",
       " \n",
       "         [[5.54730631e-02, 5.83148003e-02, 6.01961352e-02,\n",
       "           3.18072960e-02],\n",
       "          [1.44034838e-02, 8.11170042e-03, 1.15212025e-02,\n",
       "           3.97481024e-03],\n",
       "          [8.73514079e-03, 7.60676339e-03, 6.71527628e-03,\n",
       "           2.86415499e-03],\n",
       "          ...,\n",
       "          [3.07353126e-04, 1.05783467e-04, 1.52932495e-04,\n",
       "           3.26401569e-05],\n",
       "          [4.75501700e-04, 3.79137113e-04, 2.51659978e-04,\n",
       "           8.62326560e-05],\n",
       "          [7.53643829e-03, 5.61739970e-03, 3.23941628e-03,\n",
       "           3.49565269e-03]],\n",
       " \n",
       "         [[1.48859501e-01, 1.46787032e-01, 1.63232103e-01,\n",
       "           8.58936310e-02],\n",
       "          [7.16607049e-02, 3.30693163e-02, 5.83821721e-02,\n",
       "           1.80740934e-02],\n",
       "          [5.63184209e-02, 2.78518908e-02, 3.94912809e-02,\n",
       "           1.38959996e-02],\n",
       "          ...,\n",
       "          [8.34334176e-03, 1.28231989e-03, 3.67964292e-03,\n",
       "           4.54275956e-04],\n",
       "          [1.07664652e-02, 2.74395430e-03, 4.73508006e-03,\n",
       "           9.30499344e-04],\n",
       "          [6.88883066e-02, 1.19501716e-02, 2.14252789e-02,\n",
       "           1.26080709e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.15610585e-01, 1.02243751e-01, 1.13923915e-01,\n",
       "           1.04279846e-01],\n",
       "          [3.01853772e-02, 4.09907661e-02, 2.94976737e-02,\n",
       "           3.46443132e-02],\n",
       "          [2.79201195e-02, 3.48744020e-02, 3.12334318e-02,\n",
       "           2.98197567e-02],\n",
       "          ...,\n",
       "          [1.20981652e-02, 2.01964378e-02, 1.14660133e-02,\n",
       "           1.44887548e-02],\n",
       "          [1.94614120e-02, 2.46868245e-02, 1.96066760e-02,\n",
       "           2.06454769e-02],\n",
       "          [6.35507777e-02, 1.25227749e-01, 5.38140386e-02,\n",
       "           8.12936127e-02]],\n",
       " \n",
       "         [[3.55989188e-02, 2.77788062e-02, 3.73416059e-02,\n",
       "           1.68716982e-02],\n",
       "          [3.70818423e-03, 3.99076426e-03, 2.68099690e-03,\n",
       "           1.49731711e-03],\n",
       "          [3.20784026e-03, 2.60660937e-03, 3.21374484e-03,\n",
       "           1.33149535e-03],\n",
       "          ...,\n",
       "          [6.53172494e-04, 9.12571617e-04, 4.29022795e-04,\n",
       "           2.56567757e-04],\n",
       "          [1.40544272e-03, 1.07598945e-03, 1.23798777e-03,\n",
       "           4.32989036e-04],\n",
       "          [9.79005639e-03, 1.90548468e-02, 5.13005769e-03,\n",
       "           1.01601956e-02]],\n",
       " \n",
       "         [[2.54532769e-02, 2.57686973e-02, 2.62352470e-02,\n",
       "           1.35662593e-02],\n",
       "          [4.51880787e-03, 2.53317459e-03, 3.11571872e-03,\n",
       "           1.34461443e-03],\n",
       "          [3.35909100e-03, 2.90859235e-03, 1.84613618e-03,\n",
       "           1.22880482e-03],\n",
       "          ...,\n",
       "          [8.04838142e-04, 4.39475727e-04, 4.22321260e-04,\n",
       "           1.58345225e-04],\n",
       "          [1.08502561e-03, 1.04060117e-03, 6.42409723e-04,\n",
       "           3.18923820e-04],\n",
       "          [1.10189952e-02, 1.10040577e-02, 5.55126509e-03,\n",
       "           6.46063173e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.29376424e-02, 1.87570751e-02, 2.50202045e-02,\n",
       "           8.81207641e-03],\n",
       "          [2.03124457e-03, 1.36289955e-03, 1.29193719e-03,\n",
       "           4.26429469e-04],\n",
       "          [1.53682800e-03, 9.48196452e-04, 1.23650196e-03,\n",
       "           2.90802622e-04],\n",
       "          ...,\n",
       "          [8.47030697e-06, 5.38979157e-06, 3.03068828e-06,\n",
       "           5.90902175e-07],\n",
       "          [3.59481783e-05, 1.67210001e-05, 2.55662944e-05,\n",
       "           3.44129285e-06],\n",
       "          [1.14795635e-03, 1.39938085e-03, 3.13847966e-04,\n",
       "           5.24457195e-04]],\n",
       " \n",
       "         [[4.04996313e-02, 4.33159135e-02, 4.43899147e-02,\n",
       "           2.16307268e-02],\n",
       "          [8.97421502e-03, 4.66442481e-03, 6.92514144e-03,\n",
       "           2.08573672e-03],\n",
       "          [5.12312446e-03, 4.36995318e-03, 3.72932223e-03,\n",
       "           1.46720081e-03],\n",
       "          ...,\n",
       "          [1.23423655e-04, 3.67227367e-05, 5.47375348e-05,\n",
       "           9.95635673e-06],\n",
       "          [2.02799522e-04, 1.54201305e-04, 9.51991897e-05,\n",
       "           3.03390261e-05],\n",
       "          [4.48381063e-03, 3.16225225e-03, 1.68165856e-03,\n",
       "           1.92792388e-03]],\n",
       " \n",
       "         [[1.26620248e-01, 1.25090897e-01, 1.40606254e-01,\n",
       "           6.76891878e-02],\n",
       "          [5.54925166e-02, 2.30125487e-02, 4.40500304e-02,\n",
       "           1.16914343e-02],\n",
       "          [4.23558913e-02, 1.90836824e-02, 2.80301087e-02,\n",
       "           8.76051374e-03],\n",
       "          ...,\n",
       "          [4.96219099e-03, 6.03346736e-04, 1.97627791e-03,\n",
       "           1.91556421e-04],\n",
       "          [6.70159748e-03, 1.42419466e-03, 2.61151022e-03,\n",
       "           4.38773306e-04],\n",
       "          [5.45236804e-02, 7.47401454e-03, 1.43614616e-02,\n",
       "           8.13009124e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.07161246e-01, 9.44678709e-02, 1.05545036e-01,\n",
       "           9.62551087e-02],\n",
       "          [2.62719281e-02, 3.61974314e-02, 2.55808625e-02,\n",
       "           3.04400381e-02],\n",
       "          [2.42310911e-02, 3.04922312e-02, 2.71767713e-02,\n",
       "           2.60600951e-02],\n",
       "          ...,\n",
       "          [1.42719280e-02, 2.33863555e-02, 1.36021059e-02,\n",
       "           1.69259869e-02],\n",
       "          [2.23287735e-02, 2.80593354e-02, 2.25665923e-02,\n",
       "           2.35829614e-02],\n",
       "          [6.92410767e-02, 1.32528409e-01, 5.92495613e-02,\n",
       "           8.75522792e-02]],\n",
       " \n",
       "         [[3.13128978e-02, 2.41392888e-02, 3.28139365e-02,\n",
       "           1.43418889e-02],\n",
       "          [2.96216458e-03, 3.20650660e-03, 2.10375269e-03,\n",
       "           1.15592661e-03],\n",
       "          [2.55737943e-03, 2.04658625e-03, 2.54475093e-03,\n",
       "           1.02754030e-03],\n",
       "          ...,\n",
       "          [8.83352128e-04, 1.21556816e-03, 5.91623830e-04,\n",
       "           3.60647042e-04],\n",
       "          [1.81238353e-03, 1.39288453e-03, 1.60993868e-03,\n",
       "           5.84501133e-04],\n",
       "          [1.15665887e-02, 2.17915289e-02, 6.22682972e-03,\n",
       "           1.19288741e-02]],\n",
       " \n",
       "         [[2.20589191e-02, 2.24255398e-02, 2.26962771e-02,\n",
       "           1.14630247e-02],\n",
       "          [3.66636692e-03, 1.99943758e-03, 2.46835896e-03,\n",
       "           1.04090071e-03],\n",
       "          [2.70088180e-03, 2.32443889e-03, 1.42364949e-03,\n",
       "           9.56907170e-04],\n",
       "          ...,\n",
       "          [1.10275438e-03, 6.09622337e-04, 5.93137229e-04,\n",
       "           2.31542042e-04],\n",
       "          [1.43992889e-03, 1.37282221e-03, 8.70014250e-04,\n",
       "           4.47048631e-04],\n",
       "          [1.30879767e-02, 1.29808364e-02, 6.76512718e-03,\n",
       "           7.87011441e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.80274900e-02, 1.45922704e-02, 1.98190678e-02,\n",
       "           6.48057740e-03],\n",
       "          [1.35094393e-03, 8.82523425e-04, 8.36473017e-04,\n",
       "           2.55033956e-04],\n",
       "          [1.00141065e-03, 6.05804729e-04, 7.89804151e-04,\n",
       "           1.72360873e-04],\n",
       "          ...,\n",
       "          [5.64896209e-06, 3.53102405e-06, 1.95035796e-06,\n",
       "           3.59075671e-07],\n",
       "          [2.43524955e-05, 1.12919624e-05, 1.73753851e-05,\n",
       "           2.19889830e-06],\n",
       "          [9.01773630e-04, 1.11838535e-03, 2.33648112e-04,\n",
       "           3.97398486e-04]],\n",
       " \n",
       "         [[3.34726050e-02, 3.61674652e-02, 3.69655900e-02,\n",
       "           1.71463154e-02],\n",
       "          [6.71479153e-03, 3.32265068e-03, 5.08292532e-03,\n",
       "           1.40626589e-03],\n",
       "          [3.65153188e-03, 3.07798898e-03, 2.58619222e-03,\n",
       "           9.61147423e-04],\n",
       "          ...,\n",
       "          [9.02219836e-05, 2.55327523e-05, 3.86421707e-05,\n",
       "           6.62551884e-06],\n",
       "          [1.49694446e-04, 1.11916830e-04, 6.87881547e-05,\n",
       "           2.10009039e-05],\n",
       "          [3.73451528e-03, 2.56197178e-03, 1.34289695e-03,\n",
       "           1.54769002e-03]],\n",
       " \n",
       "         [[1.14613049e-01, 1.13655664e-01, 1.28139839e-01,\n",
       "           5.85217848e-02],\n",
       "          [4.75045405e-02, 1.84604693e-02, 3.69297564e-02,\n",
       "           8.96333344e-03],\n",
       "          [3.53544503e-02, 1.50476135e-02, 2.25657821e-02,\n",
       "           6.56219060e-03],\n",
       "          ...,\n",
       "          [4.17908235e-03, 4.67623729e-04, 1.60389277e-03,\n",
       "           1.42548452e-04],\n",
       "          [5.71390428e-03, 1.14136050e-03, 2.15232326e-03,\n",
       "           3.40816419e-04],\n",
       "          [5.04209250e-02, 6.37332071e-03, 1.25525156e-02,\n",
       "           7.02508446e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.30970716e-01, 1.16841599e-01, 1.29417390e-01,\n",
       "           1.18904181e-01],\n",
       "          [3.80060226e-02, 5.05418517e-02, 3.74436118e-02,\n",
       "           4.29376513e-02],\n",
       "          [3.50944363e-02, 4.33976464e-02, 3.91697623e-02,\n",
       "           3.70303616e-02],\n",
       "          ...,\n",
       "          [1.56796854e-02, 2.54014973e-02, 1.49848545e-02,\n",
       "           1.83981899e-02],\n",
       "          [2.43298635e-02, 3.05048954e-02, 2.47446597e-02,\n",
       "           2.54645012e-02],\n",
       "          [7.32388198e-02, 1.37997031e-01, 6.34494722e-02,\n",
       "           9.16004032e-02]],\n",
       " \n",
       "         [[4.42078263e-02, 3.51343602e-02, 4.65104841e-02,\n",
       "           2.22246572e-02],\n",
       "          [5.38181327e-03, 5.76413702e-03, 4.03661327e-03,\n",
       "           2.31612218e-03],\n",
       "          [4.67071915e-03, 3.86892818e-03, 4.73014032e-03,\n",
       "           2.02149013e-03],\n",
       "          ...,\n",
       "          [1.00776937e-03, 1.38785224e-03, 6.86759653e-04,\n",
       "           4.17405536e-04],\n",
       "          [2.07337132e-03, 1.61288783e-03, 1.84887520e-03,\n",
       "           6.76682219e-04],\n",
       "          [1.27052059e-02, 2.37542205e-02, 7.05684163e-03,\n",
       "           1.29697043e-02]],\n",
       " \n",
       "         [[3.24749947e-02, 3.27837802e-02, 3.36508751e-02,\n",
       "           1.81074124e-02],\n",
       "          [6.40958082e-03, 3.77517962e-03, 4.61086491e-03,\n",
       "           2.05622427e-03],\n",
       "          [4.76602744e-03, 4.21353336e-03, 2.83217989e-03,\n",
       "           1.83740840e-03],\n",
       "          ...,\n",
       "          [1.22012314e-03, 6.95570372e-04, 6.79341319e-04,\n",
       "           2.64142669e-04],\n",
       "          [1.61059457e-03, 1.55882130e-03, 1.01092353e-03,\n",
       "           5.05918579e-04],\n",
       "          [1.41559038e-02, 1.41492030e-02, 7.59910047e-03,\n",
       "           8.50162283e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.99176648e-02, 2.46722586e-02, 3.25394347e-02,\n",
       "           1.23926168e-02],\n",
       "          [3.17399926e-03, 2.18963553e-03, 2.09874194e-03,\n",
       "           7.48328166e-04],\n",
       "          [2.42793025e-03, 1.53759099e-03, 1.99857238e-03,\n",
       "           5.13643550e-04],\n",
       "          ...,\n",
       "          [2.07799603e-05, 1.36993822e-05, 8.12774942e-06,\n",
       "           1.78173207e-06],\n",
       "          [7.82321731e-05, 3.82165381e-05, 5.74005062e-05,\n",
       "           8.76519152e-06],\n",
       "          [1.87426584e-03, 2.25440483e-03, 5.81060245e-04,\n",
       "           8.99431354e-04]],\n",
       " \n",
       "         [[5.00006527e-02, 5.28818890e-02, 5.44833131e-02,\n",
       "           2.80111898e-02],\n",
       "          [1.22984275e-02, 6.73854630e-03, 9.73399635e-03,\n",
       "           3.20477039e-03],\n",
       "          [7.28254579e-03, 6.30434649e-03, 5.51423011e-03,\n",
       "           2.28152517e-03],\n",
       "          ...,\n",
       "          [2.40120833e-04, 7.94186781e-05, 1.15988936e-04,\n",
       "           2.36528103e-05],\n",
       "          [3.76622891e-04, 2.96467450e-04, 1.93920117e-04,\n",
       "           6.48474306e-05],\n",
       "          [6.54280977e-03, 4.79554106e-03, 2.71422439e-03,\n",
       "           2.96542305e-03]],\n",
       " \n",
       "         [[1.41095832e-01, 1.39273003e-01, 1.55415624e-01,\n",
       "           7.93799683e-02],\n",
       "          [6.58385158e-02, 2.93236580e-02, 5.31223230e-02,\n",
       "           1.56285167e-02],\n",
       "          [5.11324294e-02, 2.45167650e-02, 3.51832882e-02,\n",
       "           1.18997116e-02],\n",
       "          ...,\n",
       "          [7.25925481e-03, 1.04674522e-03, 3.11254221e-03,\n",
       "           3.59634403e-04],\n",
       "          [9.47834365e-03, 2.30032229e-03, 4.04231809e-03,\n",
       "           7.60143739e-04],\n",
       "          [6.47276938e-02, 1.05332900e-02, 1.92480963e-02,\n",
       "           1.12107601e-02]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.30996972e-01, 1.16878532e-01, 1.29451305e-01,\n",
       "           1.18926406e-01],\n",
       "          [3.80200818e-02, 5.05647771e-02, 3.74603271e-02,\n",
       "           4.29521352e-02],\n",
       "          [3.51003036e-02, 4.34067436e-02, 3.91785540e-02,\n",
       "           3.70336734e-02],\n",
       "          ...,\n",
       "          [1.59509480e-02, 2.57880688e-02, 1.52519792e-02,\n",
       "           1.86909623e-02],\n",
       "          [2.46800464e-02, 3.09193041e-02, 2.51175351e-02,\n",
       "           2.58100573e-02],\n",
       "          [7.38999397e-02, 1.38838679e-01, 6.41139522e-02,\n",
       "           9.22987014e-02]],\n",
       " \n",
       "         [[4.42293361e-02, 3.51502486e-02, 4.65352647e-02,\n",
       "           2.22386029e-02],\n",
       "          [5.38448710e-03, 5.76796615e-03, 4.03985428e-03,\n",
       "           2.31804140e-03],\n",
       "          [4.67308611e-03, 3.87027091e-03, 4.73261811e-03,\n",
       "           2.02180468e-03],\n",
       "          ...,\n",
       "          [1.03718881e-03, 1.42690563e-03, 7.08481006e-04,\n",
       "           4.31116554e-04],\n",
       "          [2.12580292e-03, 1.65535696e-03, 1.89746998e-03,\n",
       "           6.96414092e-04],\n",
       "          [1.29159726e-02, 2.40868144e-02, 7.20126042e-03,\n",
       "           1.31711876e-02]],\n",
       " \n",
       "         [[3.24945264e-02, 3.28062177e-02, 3.36730443e-02,\n",
       "           1.81203056e-02],\n",
       "          [6.41329261e-03, 3.77820665e-03, 4.61430987e-03,\n",
       "           2.05741962e-03],\n",
       "          [4.76639718e-03, 4.21542395e-03, 2.83360807e-03,\n",
       "           1.83761329e-03],\n",
       "          ...,\n",
       "          [1.25426066e-03, 7.17014424e-04, 7.01257028e-04,\n",
       "           2.73270678e-04],\n",
       "          [1.65196299e-03, 1.59987004e-03, 1.04097906e-03,\n",
       "           5.21144713e-04],\n",
       "          [1.43828718e-02, 1.43744862e-02, 7.75232492e-03,\n",
       "           8.65081418e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.98028365e-02, 2.45693587e-02, 3.24249230e-02,\n",
       "           1.23311924e-02],\n",
       "          [3.15162842e-03, 2.17335019e-03, 2.08389387e-03,\n",
       "           7.41817523e-04],\n",
       "          [2.40899972e-03, 1.52527867e-03, 1.98273966e-03,\n",
       "           5.08947996e-04],\n",
       "          ...,\n",
       "          [2.09554892e-05, 1.38180876e-05, 8.20572404e-06,\n",
       "           1.80032202e-06],\n",
       "          [7.86392047e-05, 3.84715895e-05, 5.77733881e-05,\n",
       "           8.82920449e-06],\n",
       "          [1.88081036e-03, 2.26318254e-03, 5.83890942e-04,\n",
       "           9.02231666e-04]],\n",
       " \n",
       "         [[4.98448312e-02, 5.27274385e-02, 5.43270037e-02,\n",
       "           2.79052053e-02],\n",
       "          [1.22353146e-02, 6.69770455e-03, 9.68393963e-03,\n",
       "           3.18257115e-03],\n",
       "          [7.23452214e-03, 6.26288680e-03, 5.47860423e-03,\n",
       "           2.26317672e-03],\n",
       "          ...,\n",
       "          [2.41452595e-04, 7.99301415e-05, 1.16759118e-04,\n",
       "           2.38239263e-05],\n",
       "          [3.78301775e-04, 2.97891267e-04, 1.95200832e-04,\n",
       "           6.52313829e-05],\n",
       "          [6.56223809e-03, 4.80840821e-03, 2.72527616e-03,\n",
       "           2.97339587e-03]],\n",
       " \n",
       "         [[1.40859902e-01, 1.39054865e-01, 1.55179426e-01,\n",
       "           7.91855156e-02],\n",
       "          [6.56627566e-02, 2.92134210e-02, 5.29541969e-02,\n",
       "           1.55550949e-02],\n",
       "          [5.09525314e-02, 2.44080350e-02, 3.50412577e-02,\n",
       "           1.18365511e-02],\n",
       "          ...,\n",
       "          [7.28522521e-03, 1.05183234e-03, 3.12528666e-03,\n",
       "           3.61574785e-04],\n",
       "          [9.50859021e-03, 2.31020618e-03, 4.05982183e-03,\n",
       "           7.63920951e-04],\n",
       "          [6.48305342e-02, 1.05652502e-02, 1.93002280e-02,\n",
       "           1.12450542e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.23048238e-01, 1.09299622e-01, 1.21417068e-01,\n",
       "           1.11321025e-01],\n",
       "          [3.38533819e-02, 4.55096923e-02, 3.32223959e-02,\n",
       "           3.85496840e-02],\n",
       "          [3.12715769e-02, 3.88680138e-02, 3.49536762e-02,\n",
       "           3.31910625e-02],\n",
       "          ...,\n",
       "          [1.42588392e-02, 2.33549289e-02, 1.35870455e-02,\n",
       "           1.68542340e-02],\n",
       "          [2.24019904e-02, 2.82084234e-02, 2.27109678e-02,\n",
       "           2.35616229e-02],\n",
       "          [6.94905594e-02, 1.33111551e-01, 5.97030818e-02,\n",
       "           8.76359418e-02]],\n",
       " \n",
       "         [[3.96700799e-02, 3.12316231e-02, 4.16735820e-02,\n",
       "           1.93580408e-02],\n",
       "          [4.45779646e-03, 4.78799641e-03, 3.28512979e-03,\n",
       "           1.85845920e-03],\n",
       "          [3.86444665e-03, 3.16939503e-03, 3.89519311e-03,\n",
       "           1.63515506e-03],\n",
       "          ...,\n",
       "          [8.59710213e-04, 1.19058136e-03, 5.78299048e-04,\n",
       "           3.49424517e-04],\n",
       "          [1.79564580e-03, 1.38843874e-03, 1.59478455e-03,\n",
       "           5.73642261e-04],\n",
       "          [1.15308091e-02, 2.18856093e-02, 6.26847241e-03,\n",
       "           1.18425218e-02]],\n",
       " \n",
       "         [[2.87517253e-02, 2.90668402e-02, 2.97175553e-02,\n",
       "           1.56715568e-02],\n",
       "          [5.37581183e-03, 3.09159700e-03, 3.78491287e-03,\n",
       "           1.65971823e-03],\n",
       "          [3.99111118e-03, 3.49292299e-03, 2.28155521e-03,\n",
       "           1.49793003e-03],\n",
       "          ...,\n",
       "          [1.04790635e-03, 5.88013267e-04, 5.71355922e-04,\n",
       "           2.19060094e-04],\n",
       "          [1.39134622e-03, 1.34250603e-03, 8.55182589e-04,\n",
       "           4.26387211e-04],\n",
       "          [1.28950467e-02, 1.28873298e-02, 6.76533813e-03,\n",
       "           7.67408917e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.59423498e-02, 2.12872457e-02, 2.82769091e-02,\n",
       "           1.03181861e-02],\n",
       "          [2.49408325e-03, 1.69476122e-03, 1.61694433e-03,\n",
       "           5.52353507e-04],\n",
       "          [1.89409533e-03, 1.18349469e-03, 1.54077366e-03,\n",
       "           3.77584744e-04],\n",
       "          ...,\n",
       "          [1.34304582e-05, 8.70092845e-06, 5.03366982e-06,\n",
       "           1.04174819e-06],\n",
       "          [5.33508319e-05, 2.55040595e-05, 3.86362190e-05,\n",
       "           5.54512553e-06],\n",
       "          [1.47287722e-03, 1.78627670e-03, 4.29963286e-04,\n",
       "           6.89040346e-04]],\n",
       " \n",
       "         [[4.46407273e-02, 4.75153252e-02, 4.88248877e-02,\n",
       "           2.43766978e-02],\n",
       "          [1.03720985e-02, 5.52057195e-03, 8.10187403e-03,\n",
       "           2.53999350e-03],\n",
       "          [6.00692770e-03, 5.16295200e-03, 4.46119159e-03,\n",
       "           1.79257488e-03],\n",
       "          ...,\n",
       "          [1.73527456e-04, 5.44588875e-05, 8.04278898e-05,\n",
       "           1.54898262e-05],\n",
       "          [2.77979270e-04, 2.15148553e-04, 1.37168623e-04,\n",
       "           4.46697995e-05],\n",
       "          [5.43654291e-03, 3.90758691e-03, 2.14894000e-03,\n",
       "           2.39824504e-03]],\n",
       " \n",
       "         [[1.33091107e-01, 1.31478503e-01, 1.47293702e-01,\n",
       "           7.28445724e-02],\n",
       "          [6.00320585e-02, 2.57317219e-02, 4.79854979e-02,\n",
       "           1.33568626e-02],\n",
       "          [4.61333431e-02, 2.13899668e-02, 3.10899410e-02,\n",
       "           1.00764548e-02],\n",
       "          ...,\n",
       "          [6.03263732e-03, 8.00141424e-04, 2.49391398e-03,\n",
       "           2.64397473e-04],\n",
       "          [8.00333638e-03, 1.82112248e-03, 3.27075692e-03,\n",
       "           5.81517234e-04],\n",
       "          [5.95556647e-02, 8.91094934e-03, 1.66909229e-02,\n",
       "           9.58676636e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.56045258e-01, 1.41699210e-01, 1.55175909e-01,\n",
       "           1.42898142e-01],\n",
       "          [5.28414436e-02, 6.84472695e-02, 5.27229458e-02,\n",
       "           5.83535992e-02],\n",
       "          [4.83217463e-02, 5.89449257e-02, 5.37918098e-02,\n",
       "           5.00409566e-02],\n",
       "          ...,\n",
       "          [5.51997684e-02, 7.63353258e-02, 5.40057421e-02,\n",
       "           6.09372482e-02],\n",
       "          [7.24013224e-02, 8.35531279e-02, 7.32767656e-02,\n",
       "           7.39591569e-02],\n",
       "          [1.44010797e-01, 2.14831367e-01, 1.32697701e-01,\n",
       "           1.65669084e-01]],\n",
       " \n",
       "         [[6.04917668e-02, 4.92560752e-02, 6.39722496e-02,\n",
       "           3.32235210e-02],\n",
       "          [9.19151958e-03, 9.84689966e-03, 7.31691066e-03,\n",
       "           4.37467964e-03],\n",
       "          [8.02466646e-03, 6.75803050e-03, 8.21412355e-03,\n",
       "           3.64015484e-03],\n",
       "          ...,\n",
       "          [9.76023916e-03, 1.20294997e-02, 7.47686392e-03,\n",
       "           5.44953067e-03],\n",
       "          [1.50918197e-02, 1.23951184e-02, 1.39105553e-02,\n",
       "           7.27231894e-03],\n",
       "          [4.74814549e-02, 6.98484182e-02, 3.22481766e-02,\n",
       "           4.77962121e-02]],\n",
       " \n",
       "         [[4.63550091e-02, 4.68136147e-02, 4.83634286e-02,\n",
       "           2.76587047e-02],\n",
       "          [1.05883516e-02, 6.74712472e-03, 8.13272502e-03,\n",
       "           3.78975109e-03],\n",
       "          [7.74942664e-03, 7.15940306e-03, 5.20205917e-03,\n",
       "           3.23203509e-03],\n",
       "          ...,\n",
       "          [1.18007101e-02, 7.85173289e-03, 7.74484826e-03,\n",
       "           4.40811552e-03],\n",
       "          [1.35912057e-02, 1.29224686e-02, 9.66977421e-03,\n",
       "           6.66016201e-03],\n",
       "          [5.26697561e-02, 5.21167703e-02, 3.43791395e-02,\n",
       "           3.92683111e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.55140828e-02, 2.92870346e-02, 3.90219875e-02,\n",
       "           1.54578798e-02],\n",
       "          [4.15280927e-03, 2.91738217e-03, 2.87872646e-03,\n",
       "           1.05699734e-03],\n",
       "          [3.11693014e-03, 2.04265304e-03, 2.62219831e-03,\n",
       "           7.22470984e-04],\n",
       "          ...,\n",
       "          [1.07502761e-04, 7.46383521e-05, 4.93157495e-05,\n",
       "           1.33579979e-05],\n",
       "          [2.93124875e-04, 1.64023950e-04, 2.37938031e-04,\n",
       "           4.57307033e-05],\n",
       "          [4.35872795e-03, 5.19662304e-03, 1.68487092e-03,\n",
       "           2.21971585e-03]],\n",
       " \n",
       "         [[5.73529787e-02, 6.01985641e-02, 6.25920817e-02,\n",
       "           3.32587548e-02],\n",
       "          [1.48351742e-02, 8.38672556e-03, 1.20354882e-02,\n",
       "           4.14801296e-03],\n",
       "          [8.66080076e-03, 7.62361381e-03, 6.86716009e-03,\n",
       "           2.86716386e-03],\n",
       "          ...,\n",
       "          [7.76673725e-04, 3.12951015e-04, 4.39997006e-04,\n",
       "           1.09777604e-04],\n",
       "          [1.10433192e-03, 9.12266725e-04, 6.93358772e-04,\n",
       "           2.45370873e-04],\n",
       "          [1.25651192e-02, 9.64900479e-03, 6.30290946e-03,\n",
       "           6.15706434e-03]],\n",
       " \n",
       "         [[1.50855795e-01, 1.49469346e-01, 1.65488541e-01,\n",
       "           8.78827125e-02],\n",
       "          [7.33113438e-02, 3.40806246e-02, 5.90444617e-02,\n",
       "           1.86249912e-02],\n",
       "          [5.64220846e-02, 2.79807970e-02, 3.95852402e-02,\n",
       "           1.40495738e-02],\n",
       "          ...,\n",
       "          [1.44597264e-02, 2.80011562e-03, 7.03826174e-03,\n",
       "           1.10783917e-03],\n",
       "          [1.77495051e-02, 5.42593934e-03, 9.02003702e-03,\n",
       "           2.05657678e-03],\n",
       "          [8.81726667e-02, 1.94173846e-02, 3.26015465e-02,\n",
       "           2.01082062e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.24379605e-01, 1.10610090e-01, 1.22788846e-01,\n",
       "           1.12581983e-01],\n",
       "          [3.45342830e-02, 4.63610291e-02, 3.39219533e-02,\n",
       "           3.92706320e-02],\n",
       "          [3.18720862e-02, 3.95898521e-02, 3.56255248e-02,\n",
       "           3.37871425e-02],\n",
       "          ...,\n",
       "          [1.55077577e-02, 2.51491591e-02, 1.48147075e-02,\n",
       "           1.82091556e-02],\n",
       "          [2.40387507e-02, 3.01526599e-02, 2.44481266e-02,\n",
       "           2.51811612e-02],\n",
       "          [7.26524293e-02, 1.37194365e-01, 6.28625527e-02,\n",
       "           9.09918696e-02]],\n",
       " \n",
       "         [[4.04399857e-02, 3.18811648e-02, 4.25004326e-02,\n",
       "           1.98381655e-02],\n",
       "          [4.60209791e-03, 4.94416803e-03, 3.40536330e-03,\n",
       "           1.93085545e-03],\n",
       "          [3.99082853e-03, 3.27603449e-03, 4.02601017e-03,\n",
       "           1.69207691e-03],\n",
       "          ...,\n",
       "          [9.89562599e-04, 1.36358885e-03, 6.73372590e-04,\n",
       "           4.09184431e-04],\n",
       "          [2.03074631e-03, 1.57815334e-03, 1.81177736e-03,\n",
       "           6.60868653e-04],\n",
       "          [1.25094056e-02, 2.34457478e-02, 6.92859711e-03,\n",
       "           1.27819143e-02]],\n",
       " \n",
       "         [[2.93864738e-02, 2.97118258e-02, 3.03925872e-02,\n",
       "           1.60824433e-02],\n",
       "          [5.54142101e-03, 3.20195244e-03, 3.91714927e-03,\n",
       "           1.72130950e-03],\n",
       "          [4.10644198e-03, 3.60481464e-03, 2.36586831e-03,\n",
       "           1.54799549e-03],\n",
       "          ...,\n",
       "          [1.19919318e-03, 6.82156358e-04, 6.67055661e-04,\n",
       "           2.58615997e-04],\n",
       "          [1.57653866e-03, 1.52582326e-03, 9.87762585e-04,\n",
       "           4.93464002e-04],\n",
       "          [1.39503628e-02, 1.39364572e-02, 7.46636372e-03,\n",
       "           8.36391468e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.61297133e-02, 2.14302614e-02, 2.85083912e-02,\n",
       "           1.04139242e-02],\n",
       "          [2.51983921e-03, 1.71337207e-03, 1.63834379e-03,\n",
       "           5.59829117e-04],\n",
       "          [1.90998008e-03, 1.19510514e-03, 1.55543501e-03,\n",
       "           3.82307422e-04],\n",
       "          ...,\n",
       "          [1.48888666e-05, 9.68092172e-06, 5.64429592e-06,\n",
       "           1.18274932e-06],\n",
       "          [5.78944528e-05, 2.79330798e-05, 4.22239536e-05,\n",
       "           6.14035298e-06],\n",
       "          [1.55175582e-03, 1.88299571e-03, 4.59982955e-04,\n",
       "           7.28037325e-04]],\n",
       " \n",
       "         [[4.48950306e-02, 4.77743112e-02, 4.91206795e-02,\n",
       "           2.45511010e-02],\n",
       "          [1.04430970e-02, 5.56295644e-03, 8.17274489e-03,\n",
       "           2.56399298e-03],\n",
       "          [6.03494653e-03, 5.19107794e-03, 4.49567614e-03,\n",
       "           1.80341385e-03],\n",
       "          ...,\n",
       "          [1.86841877e-04, 5.93252043e-05, 8.75434998e-05,\n",
       "           1.70506464e-05],\n",
       "          [2.97028717e-04, 2.30784906e-04, 1.48796898e-04,\n",
       "           4.85186283e-05],\n",
       "          [5.66523708e-03, 4.08110023e-03, 2.26717163e-03,\n",
       "           2.50745798e-03]],\n",
       " \n",
       "         [[1.33451805e-01, 1.31880626e-01, 1.47657081e-01,\n",
       "           7.31377304e-02],\n",
       "          [6.02870136e-02, 2.58830767e-02, 4.81592380e-02,\n",
       "           1.34426495e-02],\n",
       "          [4.62510027e-02, 2.14778427e-02, 3.12023442e-02,\n",
       "           1.01300981e-02],\n",
       "          ...,\n",
       "          [6.30259048e-03, 8.51487624e-04, 2.62584537e-03,\n",
       "           2.83686095e-04],\n",
       "          [8.32569972e-03, 1.92267273e-03, 3.44210467e-03,\n",
       "           6.18893362e-04],\n",
       "          [6.07405715e-02, 9.26330779e-03, 1.72581542e-02,\n",
       "           9.94810183e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.16721891e-01, 1.03366040e-01, 1.15085505e-01,\n",
       "           1.05308101e-01],\n",
       "          [3.07165459e-02, 4.16869819e-02, 3.00494004e-02,\n",
       "           3.52092832e-02],\n",
       "          [2.83644050e-02, 3.54157872e-02, 3.17466594e-02,\n",
       "           3.02510448e-02],\n",
       "          ...,\n",
       "          [1.39779598e-02, 2.29432974e-02, 1.33107882e-02,\n",
       "           1.65458042e-02],\n",
       "          [2.19697505e-02, 2.76872721e-02, 2.22647917e-02,\n",
       "           2.31369752e-02],\n",
       "          [6.86099529e-02, 1.31914169e-01, 5.88277541e-02,\n",
       "           8.67089406e-02]],\n",
       " \n",
       "         [[3.62313949e-02, 2.82964036e-02, 3.80235389e-02,\n",
       "           1.72525607e-02],\n",
       "          [3.80976917e-03, 4.10424080e-03, 2.76783318e-03,\n",
       "           1.54850236e-03],\n",
       "          [3.29738390e-03, 2.67980946e-03, 3.30716139e-03,\n",
       "           1.36820727e-03],\n",
       "          ...,\n",
       "          [8.31880781e-04, 1.15327886e-03, 5.58075786e-04,\n",
       "           3.36941506e-04],\n",
       "          [1.73624465e-03, 1.34045677e-03, 1.54203316e-03,\n",
       "           5.52025915e-04],\n",
       "          [1.12567870e-02, 2.14453638e-02, 6.09040260e-03,\n",
       "           1.15783801e-02]],\n",
       " \n",
       "         [[2.59736553e-02, 2.63053961e-02, 2.67923325e-02,\n",
       "           1.38945188e-02],\n",
       "          [4.64143232e-03, 2.61499034e-03, 3.21189035e-03,\n",
       "           1.38733920e-03],\n",
       "          [3.43614607e-03, 2.98674172e-03, 1.90405163e-03,\n",
       "           1.26152812e-03],\n",
       "          ...,\n",
       "          [1.01567910e-03, 5.67845302e-04, 5.52065670e-04,\n",
       "           2.10817132e-04],\n",
       "          [1.34447415e-03, 1.29671127e-03, 8.23102193e-04,\n",
       "           4.09651082e-04],\n",
       "          [1.26047786e-02, 1.25898672e-02, 6.57878304e-03,\n",
       "           7.48262787e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.26619635e-02, 1.85007565e-02, 2.47767922e-02,\n",
       "           8.67854897e-03],\n",
       "          [1.98463327e-03, 1.32897159e-03, 1.26461929e-03,\n",
       "           4.14170529e-04],\n",
       "          [1.49381766e-03, 9.21917497e-04, 1.20153348e-03,\n",
       "           2.81799672e-04],\n",
       "          ...,\n",
       "          [9.55195810e-06, 6.10272809e-06, 3.46735578e-06,\n",
       "           6.85349391e-07],\n",
       "          [3.92832189e-05, 1.85315366e-05, 2.82576148e-05,\n",
       "           3.85853718e-06],\n",
       "          [1.21588679e-03, 1.48686278e-03, 3.38752317e-04,\n",
       "           5.55853243e-04]],\n",
       " \n",
       "         [[4.01116759e-02, 4.29439545e-02, 4.40329574e-02,\n",
       "           2.13858150e-02],\n",
       "          [8.82319454e-03, 4.56888974e-03, 6.81106700e-03,\n",
       "           2.03720690e-03],\n",
       "          [4.99202125e-03, 4.26000543e-03, 3.64324893e-03,\n",
       "           1.42132735e-03],\n",
       "          ...,\n",
       "          [1.34258269e-04, 4.04691637e-05, 6.03482222e-05,\n",
       "           1.11027621e-05],\n",
       "          [2.18203393e-04, 1.66692640e-04, 1.04656116e-04,\n",
       "           3.32448217e-05],\n",
       "          [4.69428441e-03, 3.31492769e-03, 1.78784272e-03,\n",
       "           2.02178350e-03]],\n",
       " \n",
       "         [[1.25926584e-01, 1.24553509e-01, 1.39922217e-01,\n",
       "           6.71574324e-02],\n",
       "          [5.50298281e-02, 2.27391105e-02, 4.35437895e-02,\n",
       "           1.15106720e-02],\n",
       "          [4.17930484e-02, 1.87677424e-02, 2.76015643e-02,\n",
       "           8.59236810e-03],\n",
       "          ...,\n",
       "          [5.22212684e-03, 6.48095622e-04, 2.09735800e-03,\n",
       "           2.07605219e-04],\n",
       "          [7.01106200e-03, 1.51636999e-03, 2.77441321e-03,\n",
       "           4.71473875e-04],\n",
       "          [5.57864755e-02, 7.81356357e-03, 1.49283186e-02,\n",
       "           8.48468672e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.14589944e-01, 1.01288989e-01, 1.12902761e-01,\n",
       "           1.03312247e-01],\n",
       "          [2.96988636e-02, 4.03915457e-02, 2.90068369e-02,\n",
       "           3.41239534e-02],\n",
       "          [2.74693649e-02, 3.43381613e-02, 3.07337996e-02,\n",
       "           2.93636955e-02],\n",
       "          ...,\n",
       "          [1.20244641e-02, 2.00869404e-02, 1.13938786e-02,\n",
       "           1.44074475e-02],\n",
       "          [1.93526465e-02, 2.45550517e-02, 1.94931738e-02,\n",
       "           2.05379985e-02],\n",
       "          [6.33204728e-02, 1.24912441e-01, 5.35879992e-02,\n",
       "           8.10488611e-02]],\n",
       " \n",
       "         [[3.50614116e-02, 2.73233373e-02, 3.67713906e-02,\n",
       "           1.65491179e-02],\n",
       "          [3.61240865e-03, 3.88942682e-03, 2.60535162e-03,\n",
       "           1.45234389e-03],\n",
       "          [3.12420353e-03, 2.53472663e-03, 3.12727899e-03,\n",
       "           1.29266072e-03],\n",
       "          ...,\n",
       "          [6.46583037e-04, 9.03615786e-04, 4.24295664e-04,\n",
       "           2.53670558e-04],\n",
       "          [1.39185786e-03, 1.06517831e-03, 1.22579862e-03,\n",
       "           4.28207713e-04],\n",
       "          [9.72448103e-03, 1.89470146e-02, 5.08862967e-03,\n",
       "           1.00965826e-02]],\n",
       " \n",
       "         [[2.50228085e-02, 2.53401734e-02, 2.57824566e-02,\n",
       "           1.32951662e-02],\n",
       "          [4.40909620e-03, 2.46315612e-03, 3.03139072e-03,\n",
       "           1.30506407e-03],\n",
       "          [3.27647710e-03, 2.83372216e-03, 1.79116568e-03,\n",
       "           1.19419093e-03],\n",
       "          ...,\n",
       "          [7.97021436e-04, 4.34752670e-04, 4.17717325e-04,\n",
       "           1.56460272e-04],\n",
       "          [1.07434310e-03, 1.03018945e-03, 6.35269564e-04,\n",
       "           3.15265206e-04],\n",
       "          [1.09485853e-02, 1.09326923e-02, 5.50731085e-03,\n",
       "           6.41513150e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.24401746e-02, 1.83356442e-02, 2.44886540e-02,\n",
       "           8.56831111e-03],\n",
       "          [1.95747800e-03, 1.31030346e-03, 1.24146312e-03,\n",
       "           4.07020416e-04],\n",
       "          [1.47895224e-03, 9.10605886e-04, 1.18775945e-03,\n",
       "           2.77343992e-04],\n",
       "          ...,\n",
       "          [7.99162990e-06, 5.07312052e-06, 2.84365751e-06,\n",
       "           5.50128220e-07],\n",
       "          [3.41320592e-05, 1.58367384e-05, 2.42414026e-05,\n",
       "           3.23557219e-06],\n",
       "          [1.11115631e-03, 1.35623384e-03, 3.01370630e-04,\n",
       "           5.05779171e-04]],\n",
       " \n",
       "         [[3.98047902e-02, 4.26100381e-02, 4.36509997e-02,\n",
       "           2.11770330e-02],\n",
       "          [8.74206889e-03, 4.52393759e-03, 6.73345802e-03,\n",
       "           2.01270357e-03],\n",
       "          [4.97274147e-03, 4.23651747e-03, 3.60931712e-03,\n",
       "           1.41333940e-03],\n",
       "          ...,\n",
       "          [1.18149575e-04, 3.49130387e-05, 5.21221809e-05,\n",
       "           9.40774407e-06],\n",
       "          [1.94641470e-04, 1.47659273e-04, 9.09025766e-05,\n",
       "           2.88564970e-05],\n",
       "          [4.37337300e-03, 3.07532283e-03, 1.62983278e-03,\n",
       "           1.87304197e-03]],\n",
       " \n",
       "         [[1.25493020e-01, 1.23993225e-01, 1.39436871e-01,\n",
       "           6.68053403e-02],\n",
       "          [5.47165200e-02, 2.25556158e-02, 4.33650278e-02,\n",
       "           1.14132175e-02],\n",
       "          [4.16854396e-02, 1.86847970e-02, 2.74972711e-02,\n",
       "           8.53764359e-03],\n",
       "          ...,\n",
       "          [4.84136585e-03, 5.82056877e-04, 1.91875955e-03,\n",
       "           1.83827346e-04],\n",
       "          [6.55226735e-03, 1.38037733e-03, 2.53900723e-03,\n",
       "           4.23348858e-04],\n",
       "          [5.39183952e-02, 7.30866147e-03, 1.40902270e-02,\n",
       "           7.96263292e-03]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.13783166e-01, 1.00535624e-01, 1.12096287e-01,\n",
       "           1.02547482e-01],\n",
       "          [2.93169972e-02, 3.99210453e-02, 2.86219809e-02,\n",
       "           3.37150879e-02],\n",
       "          [2.71149017e-02, 3.39163542e-02, 3.03412545e-02,\n",
       "           2.90045757e-02],\n",
       "          ...,\n",
       "          [1.19876862e-02, 2.00320929e-02, 1.13578821e-02,\n",
       "           1.43667720e-02],\n",
       "          [1.92955118e-02, 2.44854707e-02, 1.94339938e-02,\n",
       "           2.04817988e-02],\n",
       "          [6.31977767e-02, 1.24742635e-01, 5.34680523e-02,\n",
       "           8.09193105e-02]],\n",
       " \n",
       "         [[3.46397012e-02, 2.69661881e-02, 3.63241956e-02,\n",
       "           1.62970107e-02],\n",
       "          [3.53787583e-03, 3.81061505e-03, 2.54668109e-03,\n",
       "           1.41752150e-03],\n",
       "          [3.05914599e-03, 2.47883890e-03, 3.06007569e-03,\n",
       "           1.26246875e-03],\n",
       "          ...,\n",
       "          [6.43319450e-04, 8.99173610e-04, 4.21953329e-04,\n",
       "           2.52243772e-04],\n",
       "          [1.38476829e-03, 1.05953682e-03, 1.21951266e-03,\n",
       "           4.25719743e-04],\n",
       "          [9.68932919e-03, 1.88893322e-02, 5.06666629e-03,\n",
       "           1.00625185e-02]],\n",
       " \n",
       "         [[2.46852804e-02, 2.50054710e-02, 2.54288539e-02,\n",
       "           1.30839944e-02],\n",
       "          [4.32367995e-03, 2.40888842e-03, 2.96590361e-03,\n",
       "           1.27439597e-03],\n",
       "          [3.21204262e-03, 2.77550868e-03, 1.74853124e-03,\n",
       "           1.16727839e-03],\n",
       "          ...,\n",
       "          [7.93149928e-04, 4.32409201e-04, 4.15476883e-04,\n",
       "           1.55530914e-04],\n",
       "          [1.06875470e-03, 1.02477695e-03, 6.31586765e-04,\n",
       "           3.13352270e-04],\n",
       "          [1.09110270e-02, 1.08944243e-02, 5.48412977e-03,\n",
       "           6.39072899e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.20415071e-02, 1.79978255e-02, 2.40630750e-02,\n",
       "           8.37408751e-03],\n",
       "          [1.89910457e-03, 1.26877136e-03, 1.20167946e-03,\n",
       "           3.91796551e-04],\n",
       "          [1.43312907e-03, 8.80915613e-04, 1.14925473e-03,\n",
       "           2.66786286e-04],\n",
       "          ...,\n",
       "          [7.63584558e-06, 4.83821350e-06, 2.70541977e-06,\n",
       "           5.20191691e-07],\n",
       "          [3.27664675e-05, 1.51754302e-05, 2.32494367e-05,\n",
       "           3.08262338e-06],\n",
       "          [1.08304073e-03, 1.32332661e-03, 2.91920354e-04,\n",
       "           4.91512299e-04]],\n",
       " \n",
       "         [[3.92454118e-02, 4.20417190e-02, 4.30565439e-02,\n",
       "           2.08132453e-02],\n",
       "          [8.55653826e-03, 4.41202242e-03, 6.58063451e-03,\n",
       "           1.95480790e-03],\n",
       "          [4.85260831e-03, 4.13005147e-03, 3.51391220e-03,\n",
       "           1.37057563e-03],\n",
       "          ...,\n",
       "          [1.14169176e-04, 3.35554323e-05, 5.01596114e-05,\n",
       "           8.99843872e-06],\n",
       "          [1.88455742e-04, 1.42710589e-04, 8.76743143e-05,\n",
       "           2.77423169e-05],\n",
       "          [4.28847503e-03, 3.00853257e-03, 1.59029872e-03,\n",
       "           1.83087331e-03]],\n",
       " \n",
       "         [[1.24577351e-01, 1.23103105e-01, 1.38486937e-01,\n",
       "           6.60903752e-02],\n",
       "          [5.40895462e-02, 2.21885163e-02, 4.28111888e-02,\n",
       "           1.11903381e-02],\n",
       "          [4.11419310e-02, 1.83637403e-02, 2.70670764e-02,\n",
       "           8.35932698e-03],\n",
       "          ...,\n",
       "          [4.74883802e-03, 5.65895229e-04, 1.87485572e-03,\n",
       "           1.77983122e-04],\n",
       "          [6.43750560e-03, 1.34698290e-03, 2.48372112e-03,\n",
       "           4.11641930e-04],\n",
       "          [5.34488410e-02, 7.18157040e-03, 1.38813201e-02,\n",
       "           7.83388317e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.21637307e-01, 1.07951283e-01, 1.19989887e-01,\n",
       "           1.09982923e-01],\n",
       "          [3.31404544e-02, 4.46335413e-02, 3.24963853e-02,\n",
       "           3.77929136e-02],\n",
       "          [3.06233149e-02, 3.80954519e-02, 3.42347845e-02,\n",
       "           3.25406194e-02],\n",
       "          ...,\n",
       "          [1.37242042e-02, 2.25800984e-02, 1.30624026e-02,\n",
       "           1.62709877e-02],\n",
       "          [2.16863137e-02, 2.73548290e-02, 2.19545849e-02,\n",
       "           2.28517875e-02],\n",
       "          [6.80756122e-02, 1.31256670e-01, 5.82967065e-02,\n",
       "           8.61274600e-02]],\n",
       " \n",
       "         [[3.88794094e-02, 3.05591822e-02, 4.08307202e-02,\n",
       "           1.88689325e-02],\n",
       "          [4.30809474e-03, 4.62856563e-03, 3.16319638e-03,\n",
       "           1.78526936e-03],\n",
       "          [3.73305986e-03, 3.05677601e-03, 3.75863863e-03,\n",
       "           1.57428440e-03],\n",
       "          ...,\n",
       "          [8.06459575e-04, 1.11935765e-03, 5.39645960e-04,\n",
       "           3.25252942e-04],\n",
       "          [1.69689418e-03, 1.30902207e-03, 1.50419550e-03,\n",
       "           5.37521322e-04],\n",
       "          [1.11041572e-02, 2.11989135e-02, 5.98525628e-03,\n",
       "           1.14313783e-02]],\n",
       " \n",
       "         [[2.81067248e-02, 2.84206253e-02, 2.90355328e-02,\n",
       "           1.52559411e-02],\n",
       "          [5.20520564e-03, 2.97908438e-03, 3.65042826e-03,\n",
       "           1.59604917e-03],\n",
       "          [3.86619521e-03, 3.37636773e-03, 2.19386397e-03,\n",
       "           1.44417328e-03],\n",
       "          ...,\n",
       "          [9.85638937e-04, 5.49606630e-04, 5.32649807e-04,\n",
       "           2.03153948e-04],\n",
       "          [1.31375517e-03, 1.26586901e-03, 8.00454349e-04,\n",
       "           3.98704375e-04],\n",
       "          [1.24360900e-02, 1.24281654e-02, 6.46409066e-03,\n",
       "           7.37498701e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.54064966e-02, 2.08371915e-02, 2.76923869e-02,\n",
       "           1.00455871e-02],\n",
       "          [2.40926188e-03, 1.63353293e-03, 1.55650603e-03,\n",
       "           5.28710312e-04],\n",
       "          [1.82899320e-03, 1.14028936e-03, 1.48500036e-03,\n",
       "           3.61334969e-04],\n",
       "          ...,\n",
       "          [1.22903757e-05, 7.93522031e-06, 4.56478119e-06,\n",
       "           9.34036791e-07],\n",
       "          [4.94920314e-05, 2.35250136e-05, 3.57020872e-05,\n",
       "           5.06184506e-06],\n",
       "          [1.40465982e-03, 1.70485210e-03, 4.04853374e-04,\n",
       "           6.54258649e-04]],\n",
       " \n",
       "         [[4.39076088e-02, 4.67773788e-02, 4.80405465e-02,\n",
       "           2.38864049e-02],\n",
       "          [1.01232659e-02, 5.36635285e-03, 7.88896624e-03,\n",
       "           2.45701754e-03],\n",
       "          [5.84976934e-03, 5.02169039e-03, 4.32911981e-03,\n",
       "           1.73390913e-03],\n",
       "          ...,\n",
       "          [1.62562865e-04, 5.05000462e-05, 7.47004888e-05,\n",
       "           1.42325316e-05],\n",
       "          [2.61748297e-04, 2.01920062e-04, 1.27868159e-04,\n",
       "           4.14840724e-05],\n",
       "          [5.24005573e-03, 3.75359738e-03, 2.05015088e-03,\n",
       "           2.30088062e-03]],\n",
       " \n",
       "         [[1.31969929e-01, 1.30373076e-01, 1.46149233e-01,\n",
       "           7.19433874e-02],\n",
       "          [5.92381693e-02, 2.52512600e-02, 4.72999848e-02,\n",
       "           1.30606946e-02],\n",
       "          [4.54839580e-02, 2.09864620e-02, 3.05573344e-02,\n",
       "           9.84399952e-03],\n",
       "          ...,\n",
       "          [5.81013039e-03, 7.57937727e-04, 2.38492293e-03,\n",
       "           2.48555734e-04],\n",
       "          [7.73459813e-03, 1.73720857e-03, 3.13181826e-03,\n",
       "           5.50911413e-04],\n",
       "          [5.85515685e-02, 8.61470960e-03, 1.62159801e-02,\n",
       "           9.28707048e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.15796961e-01, 1.02619126e-01, 1.14230759e-01,\n",
       "           1.04391277e-01],\n",
       "          [3.02696489e-02, 4.11966369e-02, 2.96206605e-02,\n",
       "           3.47303040e-02],\n",
       "          [2.78821103e-02, 3.48637700e-02, 3.12387310e-02,\n",
       "           2.97424123e-02],\n",
       "          ...,\n",
       "          [1.71586350e-02, 2.75127776e-02, 1.64466072e-02,\n",
       "           2.00512093e-02],\n",
       "          [2.61459537e-02, 3.25866118e-02, 2.66132392e-02,\n",
       "           2.73451582e-02],\n",
       "          [7.65263215e-02, 1.41867995e-01, 6.65509552e-02,\n",
       "           9.52173173e-02]],\n",
       " \n",
       "         [[3.58008593e-02, 2.79044081e-02, 3.75826247e-02,\n",
       "           1.69919431e-02],\n",
       "          [3.71517544e-03, 4.01252089e-03, 2.70152488e-03,\n",
       "           1.50821300e-03],\n",
       "          [3.21600493e-03, 2.60414439e-03, 3.22384224e-03,\n",
       "           1.32346456e-03],\n",
       "          ...,\n",
       "          [1.20262476e-03, 1.63820421e-03, 8.27393495e-04,\n",
       "           5.09788981e-04],\n",
       "          [2.38750665e-03, 1.85555778e-03, 2.14070315e-03,\n",
       "           8.02003371e-04],\n",
       "          [1.39049431e-02, 2.54563186e-02, 7.80136604e-03,\n",
       "           1.41737005e-02]],\n",
       " \n",
       "         [[2.56455988e-02, 2.60070972e-02, 2.64617782e-02,\n",
       "           1.36872316e-02],\n",
       "          [4.54133656e-03, 2.55548651e-03, 3.13708116e-03,\n",
       "           1.34887558e-03],\n",
       "          [3.34000052e-03, 2.91100703e-03, 1.84825680e-03,\n",
       "           1.22151279e-03],\n",
       "          ...,\n",
       "          [1.48254994e-03, 8.45368369e-04, 8.32251215e-04,\n",
       "           3.33310541e-04],\n",
       "          [1.90451508e-03, 1.82737201e-03, 1.19962636e-03,\n",
       "           6.19574508e-04],\n",
       "          [1.56155284e-02, 1.55018587e-02, 8.44942685e-03,\n",
       "           9.54830553e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.11005844e-02, 1.71539746e-02, 2.31609195e-02,\n",
       "           7.92171340e-03],\n",
       "          [1.75364316e-03, 1.16464868e-03, 1.11189182e-03,\n",
       "           3.54519929e-04],\n",
       "          [1.30654254e-03, 8.02857219e-04, 1.04542298e-03,\n",
       "           2.40128604e-04],\n",
       "          ...,\n",
       "          [9.89812452e-06, 6.32114461e-06, 3.61285379e-06,\n",
       "           7.15531598e-07],\n",
       "          [3.94534618e-05, 1.88918693e-05, 2.87424082e-05,\n",
       "           3.93679284e-06],\n",
       "          [1.22233480e-03, 1.50494825e-03, 3.42794141e-04,\n",
       "           5.55326871e-04]],\n",
       " \n",
       "         [[3.79085019e-02, 4.07109372e-02, 4.17439677e-02,\n",
       "           1.99671630e-02],\n",
       "          [8.07246286e-03, 4.11526952e-03, 6.20541396e-03,\n",
       "           1.80509139e-03],\n",
       "          [4.47616586e-03, 3.80887114e-03, 3.25015723e-03,\n",
       "           1.24054286e-03],\n",
       "          ...,\n",
       "          [1.36534843e-04, 4.12704685e-05, 6.17030746e-05,\n",
       "           1.13437927e-05],\n",
       "          [2.19975656e-04, 1.68013954e-04, 1.07245840e-04,\n",
       "           3.36707053e-05],\n",
       "          [4.72473586e-03, 3.31798894e-03, 1.80937594e-03,\n",
       "           2.02172203e-03]],\n",
       " \n",
       "         [[1.22208469e-01, 1.21155232e-01, 1.36055231e-01,\n",
       "           6.42965436e-02],\n",
       "          [5.25291562e-02, 2.12825164e-02, 4.12134416e-02,\n",
       "           1.06141092e-02],\n",
       "          [3.94453295e-02, 1.74099933e-02, 2.57557221e-02,\n",
       "           7.84267671e-03],\n",
       "          ...,\n",
       "          [5.29702567e-03, 6.58742967e-04, 2.12734030e-03,\n",
       "           2.11032777e-04],\n",
       "          [7.09565636e-03, 1.53898075e-03, 2.82931351e-03,\n",
       "           4.80120652e-04],\n",
       "          [5.61530255e-02, 7.89613463e-03, 1.50768282e-02,\n",
       "           8.58797971e-03]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[9.56742540e-02, 8.41794312e-02, 9.42212567e-02,\n",
       "           8.52980986e-02],\n",
       "          [2.14816965e-02, 3.03161722e-02, 2.07656827e-02,\n",
       "           2.52668336e-02],\n",
       "          [1.97313968e-02, 2.51416974e-02, 2.22163405e-02,\n",
       "           2.15181969e-02],\n",
       "          ...,\n",
       "          [4.82165292e-02, 6.45619035e-02, 4.22506146e-02,\n",
       "           5.95711134e-02],\n",
       "          [6.74293414e-02, 7.45631009e-02, 5.79406619e-02,\n",
       "           7.83612356e-02],\n",
       "          [1.32003263e-01, 2.02780440e-01, 1.08104199e-01,\n",
       "           1.72883809e-01]],\n",
       " \n",
       "         [[2.60087308e-02, 1.96696222e-02, 2.72526890e-02,\n",
       "           1.13674207e-02],\n",
       "          [2.15400080e-03, 2.36300356e-03, 1.49271183e-03,\n",
       "           8.04905721e-04],\n",
       "          [1.88209128e-03, 1.46094058e-03, 1.83685799e-03,\n",
       "           7.20030162e-04],\n",
       "          ...,\n",
       "          [9.71300434e-03, 1.11225797e-02, 5.80008002e-03,\n",
       "           6.77880133e-03],\n",
       "          [1.47317862e-02, 1.07209980e-02, 1.01295579e-02,\n",
       "           9.06349719e-03],\n",
       "          [4.62246947e-02, 6.50448576e-02, 2.32966710e-02,\n",
       "           6.08106479e-02]],\n",
       " \n",
       "         [[1.80214699e-02, 1.84584316e-02, 1.84700415e-02,\n",
       "           9.05958191e-03],\n",
       "          [2.75090896e-03, 1.44431344e-03, 1.77396554e-03,\n",
       "           7.31345266e-04],\n",
       "          [2.00940133e-03, 1.72515400e-03, 9.90001136e-04,\n",
       "           6.91419467e-04],\n",
       "          ...,\n",
       "          [1.35975564e-02, 7.79855717e-03, 6.11883448e-03,\n",
       "           7.20701134e-03],\n",
       "          [1.56739838e-02, 1.30361561e-02, 7.02786352e-03,\n",
       "           1.11520896e-02],\n",
       "          [5.60674071e-02, 5.30235060e-02, 2.54470799e-02,\n",
       "           5.41473553e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.09855691e-02, 8.70768074e-03, 1.22414520e-02,\n",
       "           3.43255140e-03],\n",
       "          [5.85803878e-04, 3.60739010e-04, 3.44332278e-04,\n",
       "           8.86926427e-05],\n",
       "          [4.14259761e-04, 2.42707523e-04, 3.11971031e-04,\n",
       "           5.95023230e-05],\n",
       "          ...,\n",
       "          [4.33961486e-06, 2.66333382e-06, 1.43560635e-06,\n",
       "           2.53195878e-07],\n",
       "          [1.65676629e-05, 8.05461423e-06, 1.22110641e-05,\n",
       "           1.49233961e-06],\n",
       "          [7.09315471e-04, 9.15700162e-04, 1.74336150e-04,\n",
       "           3.00213957e-04]],\n",
       " \n",
       "         [[2.27278378e-02, 2.50930432e-02, 2.54051760e-02,\n",
       "           1.07052065e-02],\n",
       "          [3.73489666e-03, 1.66938175e-03, 2.71042995e-03,\n",
       "           6.31663075e-04],\n",
       "          [1.81669858e-03, 1.50596781e-03, 1.21412601e-03,\n",
       "           4.07862564e-04],\n",
       "          ...,\n",
       "          [6.84329207e-05, 1.88669474e-05, 2.80965633e-05,\n",
       "           4.62188200e-06],\n",
       "          [1.11020992e-04, 8.17369000e-05, 5.12248844e-05,\n",
       "           1.47350493e-05],\n",
       "          [3.09550297e-03, 2.04427470e-03, 1.06935040e-03,\n",
       "           1.22072105e-03]],\n",
       " \n",
       "         [[9.32740420e-02, 9.36147422e-02, 1.05618469e-01,\n",
       "           4.36486825e-02],\n",
       "          [3.49145830e-02, 1.18481116e-02, 2.57980600e-02,\n",
       "           5.27675217e-03],\n",
       "          [2.46575493e-02, 9.32400394e-03, 1.44518539e-02,\n",
       "           3.66441160e-03],\n",
       "          ...,\n",
       "          [3.62462318e-03, 3.72126757e-04, 1.33729703e-03,\n",
       "           1.09343549e-04],\n",
       "          [4.96688532e-03, 9.36778728e-04, 1.84244406e-03,\n",
       "           2.72593548e-04],\n",
       "          [4.68723625e-02, 5.45985345e-03, 1.10560143e-02,\n",
       "           6.18591532e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.05663933e-01, 9.30406228e-02, 1.04028143e-01,\n",
       "           9.48528796e-02],\n",
       "          [2.56088730e-02, 3.53514515e-02, 2.49084253e-02,\n",
       "           2.97252852e-02],\n",
       "          [2.36373097e-02, 2.97752749e-02, 2.65081190e-02,\n",
       "           2.54621487e-02],\n",
       "          ...,\n",
       "          [1.32752396e-02, 2.19363030e-02, 1.26233986e-02,\n",
       "           1.58198718e-02],\n",
       "          [2.09787823e-02, 2.64614783e-02, 2.11680811e-02,\n",
       "           2.22173538e-02],\n",
       "          [6.65641278e-02, 1.29055008e-01, 5.66589907e-02,\n",
       "           8.46427977e-02]],\n",
       " \n",
       "         [[3.05551887e-02, 2.35124826e-02, 3.20060998e-02,\n",
       "           1.39040910e-02],\n",
       "          [2.84448476e-03, 3.07928142e-03, 2.01037200e-03,\n",
       "           1.10163505e-03],\n",
       "          [2.45472440e-03, 1.96086988e-03, 2.43897038e-03,\n",
       "           9.83083621e-04],\n",
       "          ...,\n",
       "          [7.78315065e-04, 1.07655732e-03, 5.16356435e-04,\n",
       "           3.12720513e-04],\n",
       "          [1.62044936e-03, 1.24177861e-03, 1.43500243e-03,\n",
       "           5.12931379e-04],\n",
       "          [1.07325409e-02, 2.04893388e-02, 5.70076192e-03,\n",
       "           1.11064939e-02]],\n",
       " \n",
       "         [[2.14558542e-02, 2.18166094e-02, 2.20618155e-02,\n",
       "           1.10949520e-02],\n",
       "          [3.52721382e-03, 1.91217777e-03, 2.36345408e-03,\n",
       "           9.93688824e-04],\n",
       "          [2.60214997e-03, 2.23299325e-03, 1.35867298e-03,\n",
       "           9.16852907e-04],\n",
       "          ...,\n",
       "          [9.70995461e-04, 5.32105332e-04, 5.15661959e-04,\n",
       "           1.98278489e-04],\n",
       "          [1.27791089e-03, 1.21868204e-03, 7.63133168e-04,\n",
       "           3.88078246e-04],\n",
       "          [1.21488636e-02, 1.20611470e-02, 6.19206112e-03,\n",
       "           7.23484298e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.76843628e-02, 1.43120317e-02, 1.94351953e-02,\n",
       "           6.32388936e-03],\n",
       "          [1.30963582e-03, 8.54023208e-04, 8.07790202e-04,\n",
       "           2.45246512e-04],\n",
       "          [9.71478352e-04, 5.86204987e-04, 7.64761528e-04,\n",
       "           1.65764941e-04],\n",
       "          ...,\n",
       "          [5.02296689e-06, 3.12657767e-06, 1.71377042e-06,\n",
       "           3.10844769e-07],\n",
       "          [2.21119153e-05, 1.01618152e-05, 1.56789629e-05,\n",
       "           1.95212760e-06],\n",
       "          [8.48128402e-04, 1.05194421e-03, 2.16069500e-04,\n",
       "           3.71987640e-04]],\n",
       " \n",
       "         [[3.29694748e-02, 3.56439836e-02, 3.64114866e-02,\n",
       "           1.68301929e-02],\n",
       "          [6.57085842e-03, 3.24107497e-03, 4.96358518e-03,\n",
       "           1.36585371e-03],\n",
       "          [3.57230543e-03, 3.00690322e-03, 2.51982571e-03,\n",
       "           9.34952346e-04],\n",
       "          ...,\n",
       "          [8.28556003e-05, 2.31333888e-05, 3.50835362e-05,\n",
       "           5.93268442e-06],\n",
       "          [1.38489529e-04, 1.03094651e-04, 6.27240952e-05,\n",
       "           1.90871597e-05],\n",
       "          [3.56051046e-03, 2.43329490e-03, 1.26319821e-03,\n",
       "           1.46783912e-03]],\n",
       " \n",
       "         [[1.13744803e-01, 1.12746738e-01, 1.27220064e-01,\n",
       "           5.78636862e-02],\n",
       "          [4.69308570e-02, 1.81470681e-02, 3.64764258e-02,\n",
       "           8.78646877e-03],\n",
       "          [3.49324085e-02, 1.48063404e-02, 2.22415794e-02,\n",
       "           6.43294677e-03],\n",
       "          ...,\n",
       "          [3.97704961e-03, 4.35665715e-04, 1.51280209e-03,\n",
       "           1.31510082e-04],\n",
       "          [5.46322623e-03, 1.07286067e-03, 2.03173235e-03,\n",
       "           3.17413127e-04],\n",
       "          [4.93001901e-02, 6.09778753e-03, 1.20841013e-02,\n",
       "           6.73791161e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.07042447e-01, 9.42843407e-02, 1.05380349e-01,\n",
       "           9.61635858e-02],\n",
       "          [2.62220539e-02, 3.60983051e-02, 2.55155377e-02,\n",
       "           3.03880498e-02],\n",
       "          [2.42273547e-02, 3.04751769e-02, 2.71503069e-02,\n",
       "           2.60686036e-02],\n",
       "          ...,\n",
       "          [1.23402160e-02, 2.05568690e-02, 1.17058139e-02,\n",
       "           1.47610987e-02],\n",
       "          [1.97018143e-02, 2.49642394e-02, 1.98723804e-02,\n",
       "           2.08969414e-02],\n",
       "          [6.39953613e-02, 1.25748441e-01, 5.42433336e-02,\n",
       "           8.17885920e-02]],\n",
       " \n",
       "         [[3.12188957e-02, 2.40775067e-02, 3.27038988e-02,\n",
       "           1.42862657e-02],\n",
       "          [2.95590633e-03, 3.19554913e-03, 2.09428882e-03,\n",
       "           1.15079002e-03],\n",
       "          [2.55172537e-03, 2.04451894e-03, 2.53802445e-03,\n",
       "           1.02861435e-03],\n",
       "          ...,\n",
       "          [6.79499761e-04, 9.46753018e-04, 4.47313651e-04,\n",
       "           2.68328993e-04],\n",
       "          [1.44140667e-03, 1.10329781e-03, 1.27286057e-03,\n",
       "           4.46307560e-04],\n",
       "          [9.92661063e-03, 1.92548726e-02, 5.21745207e-03,\n",
       "           1.02950884e-02]],\n",
       " \n",
       "         [[2.19729319e-02, 2.23214813e-02, 2.25956906e-02,\n",
       "           1.14091756e-02],\n",
       "          [3.65416403e-03, 1.98960700e-03, 2.45816819e-03,\n",
       "           1.03810697e-03],\n",
       "          [2.70343130e-03, 2.32049171e-03, 1.42051990e-03,\n",
       "           9.57837270e-04],\n",
       "          ...,\n",
       "          [8.40970664e-04, 4.59005940e-04, 4.43226541e-04,\n",
       "           1.66778045e-04],\n",
       "          [1.11879827e-03, 1.07144681e-03, 6.64039573e-04,\n",
       "           3.30703042e-04],\n",
       "          [1.12012355e-02, 1.11548137e-02, 5.65670524e-03,\n",
       "           6.57733157e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.86178274e-02, 1.51038505e-02, 2.04181187e-02,\n",
       "           6.75200345e-03],\n",
       "          [1.42908678e-03, 9.37304168e-04, 8.85912857e-04,\n",
       "           2.73759797e-04],\n",
       "          [1.06544781e-03, 6.45239837e-04, 8.42259149e-04,\n",
       "           1.85375597e-04],\n",
       "          ...,\n",
       "          [5.28168266e-06, 3.29630893e-06, 1.80967163e-06,\n",
       "           3.30762987e-07],\n",
       "          [2.33675491e-05, 1.07053611e-05, 1.65139882e-05,\n",
       "           2.07273547e-06],\n",
       "          [8.76977458e-04, 1.08317018e-03, 2.24857693e-04,\n",
       "           3.87298729e-04]],\n",
       " \n",
       "         [[3.43426876e-02, 3.70445438e-02, 3.78575437e-02,\n",
       "           1.76851340e-02],\n",
       "          [6.99293008e-03, 3.48616927e-03, 5.30322408e-03,\n",
       "           1.48646836e-03],\n",
       "          [3.84683977e-03, 3.24521214e-03, 2.72761262e-03,\n",
       "           1.02510059e-03],\n",
       "          ...,\n",
       "          [8.63604291e-05, 2.42716578e-05, 3.67148496e-05,\n",
       "           6.26168139e-06],\n",
       "          [1.44425620e-04, 1.07775319e-04, 6.53783209e-05,\n",
       "           2.00723825e-05],\n",
       "          [3.65059916e-03, 2.50787637e-03, 1.30151329e-03,\n",
       "           1.51525240e-03]],\n",
       " \n",
       "         [[1.16220683e-01, 1.15068883e-01, 1.29795656e-01,\n",
       "           5.97019941e-02],\n",
       "          [4.85210232e-02, 1.90220196e-02, 3.79025601e-02,\n",
       "           9.30178910e-03],\n",
       "          [3.63373645e-02, 1.55907245e-02, 2.33185515e-02,\n",
       "           6.84929639e-03],\n",
       "          ...,\n",
       "          [4.06331150e-03, 4.50332882e-04, 1.55416760e-03,\n",
       "           1.36755480e-04],\n",
       "          [5.57601219e-03, 1.10394624e-03, 2.07995926e-03,\n",
       "           3.27793241e-04],\n",
       "          [4.97874282e-02, 6.22553751e-03, 1.22946184e-02,\n",
       "           6.86344411e-03]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.08988240e-01, 9.60851759e-02, 1.07317641e-01,\n",
       "           9.80042368e-02],\n",
       "          [2.70976704e-02, 3.71837318e-02, 2.63929218e-02,\n",
       "           3.13313678e-02],\n",
       "          [2.50442103e-02, 3.14503051e-02, 2.80530993e-02,\n",
       "           2.69000810e-02],\n",
       "          ...,\n",
       "          [1.22008771e-02, 2.03492232e-02, 1.15682436e-02,\n",
       "           1.46027105e-02],\n",
       "          [1.95338801e-02, 2.47675441e-02, 1.96955726e-02,\n",
       "           2.07237434e-02],\n",
       "          [6.36611581e-02, 1.25337183e-01, 5.39273284e-02,\n",
       "           8.14340785e-02]],\n",
       " \n",
       "         [[3.21901254e-02, 2.48950627e-02, 3.37309726e-02,\n",
       "           1.48507999e-02],\n",
       "          [3.11629171e-03, 3.36525543e-03, 2.21825368e-03,\n",
       "           1.22350804e-03],\n",
       "          [2.69148103e-03, 2.16367817e-03, 2.68150237e-03,\n",
       "           1.09247002e-03],\n",
       "          ...,\n",
       "          [6.63786952e-04, 9.26531851e-04, 4.36483126e-04,\n",
       "           2.61417590e-04],\n",
       "          [1.41608401e-03, 1.08427438e-03, 1.24951813e-03,\n",
       "           4.37016133e-04],\n",
       "          [9.81729385e-03, 1.90963820e-02, 5.15215099e-03,\n",
       "           1.01870792e-02]],\n",
       " \n",
       "         [[2.27389261e-02, 2.30791420e-02, 2.33946089e-02,\n",
       "           1.18779326e-02],\n",
       "          [3.83952865e-03, 2.10472429e-03, 2.59782327e-03,\n",
       "           1.10268663e-03],\n",
       "          [2.84413598e-03, 2.44594412e-03, 1.51001289e-03,\n",
       "           1.01523788e-03],\n",
       "          ...,\n",
       "          [8.18694127e-04, 4.47206694e-04, 4.31198889e-04,\n",
       "           1.61638382e-04],\n",
       "          [1.09436165e-03, 1.04984851e-03, 6.49349997e-04,\n",
       "           3.22099775e-04],\n",
       "          [1.10598896e-02, 1.10317711e-02, 5.57988556e-03,\n",
       "           6.48215646e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.95781887e-02, 1.59138236e-02, 2.14416813e-02,\n",
       "           7.19898473e-03],\n",
       "          [1.55514234e-03, 1.02551549e-03, 9.69937304e-04,\n",
       "           3.04533576e-04],\n",
       "          [1.16340979e-03, 7.07559637e-04, 9.23640269e-04,\n",
       "           2.06487006e-04],\n",
       "          ...,\n",
       "          [5.87963541e-06, 3.68576639e-06, 2.03437958e-06,\n",
       "           3.77365893e-07],\n",
       "          [2.57929878e-05, 1.18522385e-05, 1.82477252e-05,\n",
       "           2.32718958e-06],\n",
       "          [9.32719850e-04, 1.14830502e-03, 2.42671420e-04,\n",
       "           4.15277085e-04]],\n",
       " \n",
       "         [[3.57375704e-02, 3.84701230e-02, 3.93385217e-02,\n",
       "           1.85647178e-02],\n",
       "          [7.42541766e-03, 3.73877026e-03, 5.65483142e-03,\n",
       "           1.61250262e-03],\n",
       "          [4.12206445e-03, 3.48615553e-03, 2.94125918e-03,\n",
       "           1.11737195e-03],\n",
       "          ...,\n",
       "          [9.36817305e-05, 2.66735915e-05, 4.02105907e-05,\n",
       "           6.95944846e-06],\n",
       "          [1.56094728e-04, 1.16986841e-04, 7.12219407e-05,\n",
       "           2.20592865e-05],\n",
       "          [3.82643123e-03, 2.64490745e-03, 1.37995102e-03,\n",
       "           1.60148949e-03]],\n",
       " \n",
       "         [[1.18658245e-01, 1.17408998e-01, 1.32335797e-01,\n",
       "           6.15414083e-02],\n",
       "          [5.01192622e-02, 1.99133325e-02, 3.93037498e-02,\n",
       "           9.82752908e-03],\n",
       "          [3.77062447e-02, 1.63682457e-02, 2.43768785e-02,\n",
       "           7.26733590e-03],\n",
       "          ...,\n",
       "          [4.25180001e-03, 4.81320341e-04, 1.64150842e-03,\n",
       "           1.47673331e-04],\n",
       "          [5.81455743e-03, 1.16981752e-03, 2.19022203e-03,\n",
       "           3.50261165e-04],\n",
       "          [5.08281551e-02, 6.49057189e-03, 1.27376970e-02,\n",
       "           7.13342801e-03]]],\n",
       " \n",
       " \n",
       "        [[[9.56181660e-02, 8.39356706e-02, 9.40962285e-02,\n",
       "           8.53118300e-02],\n",
       "          [2.13832911e-02, 3.01207025e-02, 2.06931457e-02,\n",
       "           2.51315422e-02],\n",
       "          [1.96436681e-02, 2.50132475e-02, 2.21225228e-02,\n",
       "           2.13722344e-02],\n",
       "          ...,\n",
       "          [2.37842239e-02, 3.62563208e-02, 2.24232133e-02,\n",
       "           2.85111014e-02],\n",
       "          [3.59713845e-02, 4.26654071e-02, 3.40217762e-02,\n",
       "           3.90403382e-02],\n",
       "          [9.18634981e-02, 1.59871131e-01, 7.74773508e-02,\n",
       "           1.16915874e-01]],\n",
       " \n",
       "         [[2.58789491e-02, 1.95855759e-02, 2.70861965e-02,\n",
       "           1.12819141e-02],\n",
       "          [2.13001529e-03, 2.32745917e-03, 1.47263997e-03,\n",
       "           7.91356608e-04],\n",
       "          [1.84080482e-03, 1.43801013e-03, 1.80851412e-03,\n",
       "           7.05591403e-04],\n",
       "          ...,\n",
       "          [2.51453789e-03, 3.18539911e-03, 1.61366723e-03,\n",
       "           1.25384831e-03],\n",
       "          [4.45043296e-03, 3.38171725e-03, 3.71675356e-03,\n",
       "           1.90677936e-03],\n",
       "          [2.14684103e-02, 3.48896571e-02, 1.12335356e-02,\n",
       "           2.39185058e-02]],\n",
       " \n",
       "         [[1.78509206e-02, 1.82585120e-02, 1.83222760e-02,\n",
       "           8.94647371e-03],\n",
       "          [2.70270044e-03, 1.41522055e-03, 1.75160891e-03,\n",
       "           7.16073904e-04],\n",
       "          [1.96830044e-03, 1.68416393e-03, 9.74317605e-04,\n",
       "           6.69243571e-04],\n",
       "          ...,\n",
       "          [3.43416841e-03, 1.88517722e-03, 1.72029086e-03,\n",
       "           1.00639940e-03],\n",
       "          [4.18849429e-03, 3.80922225e-03, 2.27025105e-03,\n",
       "           1.84759742e-03],\n",
       "          [2.49961242e-02, 2.41603199e-02, 1.22936750e-02,\n",
       "           1.87089201e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.22115221e-02, 9.73463990e-03, 1.35751665e-02,\n",
       "           3.94079415e-03],\n",
       "          [7.00894452e-04, 4.38124640e-04, 4.15479910e-04,\n",
       "           1.11523106e-04],\n",
       "          [5.02657669e-04, 2.95017700e-04, 3.83199716e-04,\n",
       "           7.45982034e-05],\n",
       "          ...,\n",
       "          [3.34782590e-06, 2.03349236e-06, 1.09397831e-06,\n",
       "           1.86720342e-07],\n",
       "          [1.42828230e-05, 6.65286052e-06, 1.02726181e-05,\n",
       "           1.20529717e-06],\n",
       "          [6.47659064e-04, 8.25919386e-04, 1.55657908e-04,\n",
       "           2.71306781e-04]],\n",
       " \n",
       "         [[2.46530585e-02, 2.70890091e-02, 2.75188368e-02,\n",
       "           1.18156662e-02],\n",
       "          [4.22732765e-03, 1.93105801e-03, 3.09818867e-03,\n",
       "           7.48595165e-04],\n",
       "          [2.11804453e-03, 1.75658718e-03, 1.43229787e-03,\n",
       "           4.89366823e-04],\n",
       "          ...,\n",
       "          [5.92166834e-05, 1.57247250e-05, 2.40468871e-05,\n",
       "           3.82288181e-06],\n",
       "          [9.89997643e-05, 7.22248005e-05, 4.42113633e-05,\n",
       "           1.27078129e-05],\n",
       "          [2.90111196e-03, 1.91401062e-03, 9.82892117e-04,\n",
       "           1.14141707e-03]],\n",
       " \n",
       "         [[9.75398421e-02, 9.74285379e-02, 1.10237584e-01,\n",
       "           4.64056768e-02],\n",
       "          [3.71387787e-02, 1.29892966e-02, 2.78349817e-02,\n",
       "           5.88408904e-03],\n",
       "          [2.65229810e-02, 1.03031704e-02, 1.59149095e-02,\n",
       "           4.13666619e-03],\n",
       "          ...,\n",
       "          [3.32563114e-03, 3.31219635e-04, 1.21101493e-03,\n",
       "           9.55830401e-05],\n",
       "          [4.60734451e-03, 8.46061623e-04, 1.66484236e-03,\n",
       "           2.42568494e-04],\n",
       "          [4.53156047e-02, 5.11862477e-03, 1.04349777e-02,\n",
       "           5.76949026e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.30008325e-01, 1.15969956e-01, 1.28473535e-01,\n",
       "           1.17969856e-01],\n",
       "          [3.74882109e-02, 4.99405749e-02, 3.69258188e-02,\n",
       "           4.23910022e-02],\n",
       "          [3.45904641e-02, 4.28100117e-02, 3.86233404e-02,\n",
       "           3.65153365e-02],\n",
       "          ...,\n",
       "          [1.65622011e-02, 2.66568214e-02, 1.58556346e-02,\n",
       "           1.93513930e-02],\n",
       "          [2.54565962e-02, 3.18355039e-02, 2.59469785e-02,\n",
       "           2.65755914e-02],\n",
       "          [7.53452554e-02, 1.40660644e-01, 6.55697584e-02,\n",
       "           9.38233137e-02]],\n",
       " \n",
       "         [[4.36681397e-02, 3.46577354e-02, 4.59419191e-02,\n",
       "           2.18794681e-02],\n",
       "          [5.26047777e-03, 5.64001454e-03, 3.94124724e-03,\n",
       "           2.25738203e-03],\n",
       "          [4.56494419e-03, 3.77401384e-03, 4.62055206e-03,\n",
       "           1.96709554e-03],\n",
       "          ...,\n",
       "          [1.10504904e-03, 1.51661423e-03, 7.58673588e-04,\n",
       "           4.62948723e-04],\n",
       "          [2.24417914e-03, 1.75132568e-03, 2.00776220e-03,\n",
       "           7.41278229e-04],\n",
       "          [1.33816609e-02, 2.48173382e-02, 7.52289314e-03,\n",
       "           1.36156334e-02]],\n",
       " \n",
       "         [[3.20362635e-02, 3.23576443e-02, 3.31926644e-02,\n",
       "           1.78172141e-02],\n",
       "          [6.27748016e-03, 3.68909189e-03, 4.50599659e-03,\n",
       "           2.00370792e-03],\n",
       "          [4.65771183e-03, 4.11848957e-03, 2.75833788e-03,\n",
       "           1.78934413e-03],\n",
       "          ...,\n",
       "          [1.33292365e-03, 7.66552344e-04, 7.52174819e-04,\n",
       "           2.94530328e-04],\n",
       "          [1.74529315e-03, 1.69265992e-03, 1.10947969e-03,\n",
       "           5.55757782e-04],\n",
       "          [1.48848332e-02, 1.48717528e-02, 8.09397642e-03,\n",
       "           8.98087863e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.89236661e-02, 2.38056984e-02, 3.15067843e-02,\n",
       "           1.18645383e-02],\n",
       "          [2.99114455e-03, 2.05611833e-03, 1.97239779e-03,\n",
       "           6.94879738e-04],\n",
       "          [2.27918779e-03, 1.43961143e-03, 1.87215221e-03,\n",
       "           4.75892710e-04],\n",
       "          ...,\n",
       "          [2.02814572e-05, 1.33514832e-05, 7.92398168e-06,\n",
       "           1.72957152e-06],\n",
       "          [7.59264731e-05, 3.71978931e-05, 5.58935608e-05,\n",
       "           8.49272237e-06],\n",
       "          [1.84083392e-03, 2.22015358e-03, 5.69291878e-04,\n",
       "           8.79175437e-04]],\n",
       " \n",
       "         [[4.86629605e-02, 5.15500568e-02, 5.31033576e-02,\n",
       "           2.70989500e-02],\n",
       "          [1.17862839e-02, 6.40978059e-03, 9.31205042e-03,\n",
       "           3.02485703e-03],\n",
       "          [6.91943197e-03, 5.98437293e-03, 5.22821164e-03,\n",
       "           2.14148569e-03],\n",
       "          ...,\n",
       "          [2.35152605e-04, 7.75075678e-05, 1.13455964e-04,\n",
       "           2.30148016e-05],\n",
       "          [3.68275912e-04, 2.89636926e-04, 1.90149382e-04,\n",
       "           6.31924268e-05],\n",
       "          [6.46018656e-03, 4.71778773e-03, 2.67461152e-03,\n",
       "           2.91445875e-03]],\n",
       " \n",
       "         [[1.39103428e-01, 1.37377784e-01, 1.53408960e-01,\n",
       "           7.77394474e-02],\n",
       "          [6.43663630e-02, 2.84018051e-02, 5.17701656e-02,\n",
       "           1.50291575e-02],\n",
       "          [4.97560725e-02, 2.36653592e-02, 3.40722352e-02,\n",
       "           1.14019495e-02],\n",
       "          ...,\n",
       "          [7.18521187e-03, 1.02992414e-03, 3.07219732e-03,\n",
       "           3.52761650e-04],\n",
       "          [9.38660000e-03, 2.26866291e-03, 3.99873499e-03,\n",
       "           7.48262508e-04],\n",
       "          [6.44256771e-02, 1.04278130e-02, 1.90926809e-02,\n",
       "           1.11149773e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.12690806e-01, 9.96399149e-02, 1.11080252e-01,\n",
       "           1.01474747e-01],\n",
       "          [2.87989639e-02, 3.93459946e-02, 2.81243436e-02,\n",
       "           3.31564508e-02],\n",
       "          [2.65622381e-02, 3.32783647e-02, 2.97629423e-02,\n",
       "           2.84199230e-02],\n",
       "          ...,\n",
       "          [1.48833878e-02, 2.42618676e-02, 1.42047545e-02,\n",
       "           1.75570529e-02],\n",
       "          [2.31354665e-02, 2.90499907e-02, 2.34765243e-02,\n",
       "           2.43257042e-02],\n",
       "          [7.08502755e-02, 1.34709165e-01, 6.09831586e-02,\n",
       "           8.91325548e-02]],\n",
       " \n",
       "         [[3.41349356e-02, 2.65106093e-02, 3.58057879e-02,\n",
       "           1.59965474e-02],\n",
       "          [3.43216024e-03, 3.70711694e-03, 2.47251801e-03,\n",
       "           1.37283851e-03],\n",
       "          [2.96775927e-03, 2.39519146e-03, 2.96707475e-03,\n",
       "           1.21330621e-03],\n",
       "          ...,\n",
       "          [9.37107310e-04, 1.29002728e-03, 6.33182586e-04,\n",
       "           3.85090563e-04],\n",
       "          [1.91592472e-03, 1.48017588e-03, 1.70721533e-03,\n",
       "           6.20304316e-04],\n",
       "          [1.20052407e-02, 2.25604177e-02, 6.55903481e-03,\n",
       "           1.23185869e-02]],\n",
       " \n",
       "         [[2.43005902e-02, 2.46545672e-02, 2.50428561e-02,\n",
       "           1.28450785e-02],\n",
       "          [4.21145512e-03, 2.34229094e-03, 2.88218213e-03,\n",
       "           1.23176631e-03],\n",
       "          [3.10581364e-03, 2.69124145e-03, 1.68755499e-03,\n",
       "           1.12344790e-03],\n",
       "          ...,\n",
       "          [1.15439203e-03, 6.46860804e-04, 6.32085954e-04,\n",
       "           2.45623640e-04],\n",
       "          [1.50568259e-03, 1.44576235e-03, 9.27035639e-04,\n",
       "           4.69005987e-04],\n",
       "          [1.34926839e-02, 1.34189557e-02, 7.10191764e-03,\n",
       "           8.09110049e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.03363467e-02, 1.65275186e-02, 2.23068856e-02,\n",
       "           7.55753741e-03],\n",
       "          [1.65225612e-03, 1.09330786e-03, 1.03979127e-03,\n",
       "           3.28719063e-04],\n",
       "          [1.23267248e-03, 7.54006905e-04, 9.82519588e-04,\n",
       "           2.22785035e-04],\n",
       "          ...,\n",
       "          [7.87141016e-06, 4.98614008e-06, 2.80761628e-06,\n",
       "           5.40087399e-07],\n",
       "          [3.26822556e-05, 1.53784367e-05, 2.35198058e-05,\n",
       "           3.12052794e-06],\n",
       "          [1.08460011e-03, 1.33640657e-03, 2.94440018e-04,\n",
       "           4.87912388e-04]],\n",
       " \n",
       "         [[3.68172042e-02, 3.95964347e-02, 4.05507386e-02,\n",
       "           1.92610733e-02],\n",
       "          [7.74387084e-03, 3.92284617e-03, 5.92500251e-03,\n",
       "           1.70604396e-03],\n",
       "          [4.29024640e-03, 3.64057673e-03, 3.09114670e-03,\n",
       "           1.17565435e-03],\n",
       "          ...,\n",
       "          [1.15649200e-04, 3.40453080e-05, 5.11088438e-05,\n",
       "           9.14615521e-06],\n",
       "          [1.88989346e-04, 1.43211102e-04, 8.96056808e-05,\n",
       "           2.79219694e-05],\n",
       "          [4.30440716e-03, 3.00128828e-03, 1.60614902e-03,\n",
       "           1.82297977e-03]],\n",
       " \n",
       "         [[1.20421529e-01, 1.19307734e-01, 1.34212106e-01,\n",
       "           6.29041195e-02],\n",
       "          [5.13183028e-02, 2.05938295e-02, 4.02389616e-02,\n",
       "           1.02139022e-02],\n",
       "          [3.85488048e-02, 1.68715175e-02, 2.50423290e-02,\n",
       "           7.54739484e-03],\n",
       "          ...,\n",
       "          [4.80965013e-03, 5.73830272e-04, 1.89822749e-03,\n",
       "           1.80341973e-04],\n",
       "          [6.49789488e-03, 1.36416871e-03, 2.52874708e-03,\n",
       "           4.17900883e-04],\n",
       "          [5.37437201e-02, 7.24234106e-03, 1.39992312e-02,\n",
       "           7.91296922e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.17845550e-01, 1.04456738e-01, 1.16232201e-01,\n",
       "           1.06361032e-01],\n",
       "          [3.12619172e-02, 4.23733890e-02, 3.06077860e-02,\n",
       "           3.57908644e-02],\n",
       "          [2.88466290e-02, 3.59968469e-02, 3.22872214e-02,\n",
       "           3.07325516e-02],\n",
       "          ...,\n",
       "          [1.49613526e-02, 2.43727136e-02, 1.42786661e-02,\n",
       "           1.76191647e-02],\n",
       "          [2.32601501e-02, 2.92262081e-02, 2.36365851e-02,\n",
       "           2.44121272e-02],\n",
       "          [7.11273700e-02, 1.35189682e-01, 6.13306351e-02,\n",
       "           8.93813968e-02]],\n",
       " \n",
       "         [[3.68519016e-02, 2.88153682e-02, 3.86870131e-02,\n",
       "           1.76279321e-02],\n",
       "          [3.91756231e-03, 4.22095740e-03, 2.85631581e-03,\n",
       "           1.60097703e-03],\n",
       "          [3.39205470e-03, 2.75925081e-03, 3.40544875e-03,\n",
       "           1.41000620e-03],\n",
       "          ...,\n",
       "          [9.34214157e-04, 1.28955045e-03, 6.32753130e-04,\n",
       "           3.83791717e-04],\n",
       "          [1.91996142e-03, 1.48794777e-03, 1.71157171e-03,\n",
       "           6.19958621e-04],\n",
       "          [1.20313419e-02, 2.26743612e-02, 6.60710456e-03,\n",
       "           1.23225125e-02]],\n",
       " \n",
       "         [[2.64784116e-02, 2.68161800e-02, 2.73278505e-02,\n",
       "           1.42144579e-02],\n",
       "          [4.76681581e-03, 2.69726454e-03, 3.30992788e-03,\n",
       "           1.43251999e-03],\n",
       "          [3.52369598e-03, 3.07027274e-03, 1.96570880e-03,\n",
       "           1.29859603e-03],\n",
       "          ...,\n",
       "          [1.13785628e-03, 6.42593543e-04, 6.28183363e-04,\n",
       "           2.42219263e-04],\n",
       "          [1.49181753e-03, 1.44098047e-03, 9.26553330e-04,\n",
       "           4.62516415e-04],\n",
       "          [1.34520419e-02, 1.34188905e-02, 7.13190157e-03,\n",
       "           8.03290401e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.28426512e-02, 1.86436865e-02, 2.49914434e-02,\n",
       "           8.76759738e-03],\n",
       "          [2.00893614e-03, 1.34614832e-03, 1.28328451e-03,\n",
       "           4.20646335e-04],\n",
       "          [1.51001476e-03, 9.33175732e-04, 1.21561636e-03,\n",
       "           2.86023336e-04],\n",
       "          ...,\n",
       "          [1.04373721e-05, 6.68949815e-06, 3.82557164e-06,\n",
       "           7.64317974e-07],\n",
       "          [4.21671648e-05, 2.00469767e-05, 3.05081776e-05,\n",
       "           4.21524101e-06],\n",
       "          [1.27209525e-03, 1.55632012e-03, 3.59107216e-04,\n",
       "           5.83353045e-04]],\n",
       " \n",
       "         [[4.03643064e-02, 4.32018824e-02, 4.43220362e-02,\n",
       "           2.15547830e-02],\n",
       "          [8.89640395e-03, 4.61183349e-03, 6.87764492e-03,\n",
       "           2.06024852e-03],\n",
       "          [5.02683222e-03, 4.29247646e-03, 3.67776258e-03,\n",
       "           1.43380091e-03],\n",
       "          ...,\n",
       "          [1.43095953e-04, 4.35664078e-05, 6.49064386e-05,\n",
       "           1.20589921e-05],\n",
       "          [2.31128026e-04, 1.77121561e-04, 1.12226015e-04,\n",
       "           3.56979581e-05],\n",
       "          [4.86406265e-03, 3.44266696e-03, 1.87234138e-03,\n",
       "           2.10171775e-03]],\n",
       " \n",
       "         [[1.26311883e-01, 1.24985904e-01, 1.40316010e-01,\n",
       "           6.74662516e-02],\n",
       "          [5.52973971e-02, 2.28952914e-02, 4.37408537e-02,\n",
       "           1.16001014e-02],\n",
       "          [4.19545472e-02, 1.88729279e-02, 2.77373213e-02,\n",
       "           8.65264609e-03],\n",
       "          ...,\n",
       "          [5.42138238e-03, 6.83639664e-04, 2.19212100e-03,\n",
       "           2.20567876e-04],\n",
       "          [7.25251855e-03, 1.58860569e-03, 2.89876456e-03,\n",
       "           4.97349945e-04],\n",
       "          [5.67452796e-02, 8.07911437e-03, 1.53624024e-02,\n",
       "           8.75810627e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.02671854e-01, 9.02334675e-02, 1.01021864e-01,\n",
       "           9.20396745e-02],\n",
       "          [2.43071280e-02, 3.37046348e-02, 2.35969611e-02,\n",
       "           2.83173155e-02],\n",
       "          [2.24493686e-02, 2.83441450e-02, 2.51794346e-02,\n",
       "           2.42555942e-02],\n",
       "          ...,\n",
       "          [1.23986062e-02, 2.06492394e-02, 1.17625175e-02,\n",
       "           1.48563813e-02],\n",
       "          [1.97811201e-02, 2.50261873e-02, 1.99062563e-02,\n",
       "           2.10252460e-02],\n",
       "          [6.41200244e-02, 1.25798881e-01, 5.42485341e-02,\n",
       "           8.20255503e-02]],\n",
       " \n",
       "         [[2.90899351e-02, 2.22960263e-02, 3.04469559e-02,\n",
       "           1.30662294e-02],\n",
       "          [2.61748629e-03, 2.83625606e-03, 1.83362595e-03,\n",
       "           9.99421463e-04],\n",
       "          [2.25689076e-03, 1.79452414e-03, 2.23560166e-03,\n",
       "           8.96291458e-04],\n",
       "          ...,\n",
       "          [6.94342423e-04, 9.63762868e-04, 4.55867150e-04,\n",
       "           2.75054044e-04],\n",
       "          [1.46291882e-03, 1.11619802e-03, 1.29086385e-03,\n",
       "           4.56175068e-04],\n",
       "          [1.00224139e-02, 1.93367898e-02, 5.24271792e-03,\n",
       "           1.04168300e-02]],\n",
       " \n",
       "         [[2.02981494e-02, 2.06506699e-02, 2.08514668e-02,\n",
       "           1.03941802e-02],\n",
       "          [3.26070609e-03, 1.74768222e-03, 2.16433615e-03,\n",
       "           9.03651002e-04],\n",
       "          [2.40617828e-03, 2.05627014e-03, 1.23425818e-03,\n",
       "           8.38515291e-04],\n",
       "          ...,\n",
       "          [8.70202202e-04, 4.71519306e-04, 4.54843859e-04,\n",
       "           1.73269829e-04],\n",
       "          [1.15196232e-03, 1.09617040e-03, 6.77436765e-04,\n",
       "           3.43925669e-04],\n",
       "          [1.13768140e-02, 1.12899914e-02, 5.70024084e-03,\n",
       "           6.73549622e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.66869257e-02, 1.34835849e-02, 1.83493197e-02,\n",
       "           5.87304262e-03],\n",
       "          [1.18967926e-03, 7.71170715e-04, 7.27418112e-04,\n",
       "           2.17279376e-04],\n",
       "          [8.80871958e-04, 5.28412813e-04, 6.89830049e-04,\n",
       "           1.46723600e-04],\n",
       "          ...,\n",
       "          [4.08423512e-06, 2.52207724e-06, 1.36500512e-06,\n",
       "           2.41020473e-07],\n",
       "          [1.85085828e-05, 8.40485063e-06, 1.30222797e-05,\n",
       "           1.57491661e-06],\n",
       "          [7.58085982e-04, 9.42581799e-04, 1.87548707e-04,\n",
       "           3.28881142e-04]],\n",
       " \n",
       "         [[3.14913578e-02, 3.41176800e-02, 3.48131023e-02,\n",
       "           1.59127470e-02],\n",
       "          [6.14001183e-03, 2.99580442e-03, 4.61298507e-03,\n",
       "           1.24613638e-03],\n",
       "          [3.31522478e-03, 2.78075389e-03, 2.31691520e-03,\n",
       "           8.51393153e-04],\n",
       "          ...,\n",
       "          [7.11131361e-05, 1.93768537e-05, 2.95164737e-05,\n",
       "           4.86459976e-06],\n",
       "          [1.20159304e-04, 8.87397910e-05, 5.32359954e-05,\n",
       "           1.60438285e-05],\n",
       "          [3.26463557e-03, 2.21184152e-03, 1.13148731e-03,\n",
       "           1.33020384e-03]],\n",
       " \n",
       "         [[1.11082241e-01, 1.10110410e-01, 1.24420762e-01,\n",
       "           5.58918305e-02],\n",
       "          [4.52203564e-02, 1.72201954e-02, 3.50323245e-02,\n",
       "           8.25651456e-03],\n",
       "          [3.35477591e-02, 1.40347974e-02, 2.11847965e-02,\n",
       "           6.02557603e-03],\n",
       "          ...,\n",
       "          [3.64374556e-03, 3.83894658e-04, 1.36294542e-03,\n",
       "           1.13783623e-04],\n",
       "          [5.04460279e-03, 9.60800331e-04, 1.83668488e-03,\n",
       "           2.79722735e-04],\n",
       "          [4.73752432e-02, 5.63454209e-03, 1.12930983e-02,\n",
       "           6.25728583e-03]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.02538802e-01, 9.01150703e-02, 1.00892343e-01,\n",
       "           9.19130594e-02],\n",
       "          [2.42497437e-02, 3.36349495e-02, 2.35405304e-02,\n",
       "           2.82549746e-02],\n",
       "          [2.23933905e-02, 2.82777417e-02, 2.51188707e-02,\n",
       "           2.41976194e-02],\n",
       "          ...,\n",
       "          [1.25277871e-02, 2.08406635e-02, 1.18889706e-02,\n",
       "           1.50038637e-02],\n",
       "          [1.99600309e-02, 2.52363365e-02, 2.00860240e-02,\n",
       "           2.12119874e-02],\n",
       "          [6.44840822e-02, 1.26271531e-01, 5.45856468e-02,\n",
       "           8.24364945e-02]],\n",
       " \n",
       "         [[2.90281996e-02, 2.22434476e-02, 3.03824395e-02,\n",
       "           1.30313560e-02],\n",
       "          [2.60743778e-03, 2.82582082e-03, 1.82620878e-03,\n",
       "           9.95094073e-04],\n",
       "          [2.24813609e-03, 1.78698765e-03, 2.22672638e-03,\n",
       "           8.92179785e-04],\n",
       "          ...,\n",
       "          [7.07868661e-04, 9.81573365e-04, 4.65233810e-04,\n",
       "           2.81134504e-04],\n",
       "          [1.48773461e-03, 1.13519677e-03, 1.31315331e-03,\n",
       "           4.65417368e-04],\n",
       "          [1.01357410e-02, 1.95103008e-02, 5.30916033e-03,\n",
       "           1.05319191e-02]],\n",
       " \n",
       "         [[2.02509202e-02, 2.06046179e-02, 2.08029281e-02,\n",
       "           1.03659015e-02],\n",
       "          [3.24928155e-03, 1.74082234e-03, 2.15590536e-03,\n",
       "           8.99701612e-04],\n",
       "          [2.39682826e-03, 2.04838254e-03, 1.22876011e-03,\n",
       "           8.34813341e-04],\n",
       "          ...,\n",
       "          [8.88299197e-04, 4.81607276e-04, 4.64768644e-04,\n",
       "           1.77620837e-04],\n",
       "          [1.17415644e-03, 1.11667346e-03, 6.90997171e-04,\n",
       "           3.51957191e-04],\n",
       "          [1.15109542e-02, 1.14181554e-02, 5.77426050e-03,\n",
       "           6.82921894e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.65903997e-02, 1.34018892e-02, 1.82475615e-02,\n",
       "           5.82976546e-03],\n",
       "          [1.17800955e-03, 7.63091259e-04, 7.19889882e-04,\n",
       "           2.14595420e-04],\n",
       "          [8.71670083e-04, 5.22694376e-04, 6.82306942e-04,\n",
       "           1.44876118e-04],\n",
       "          ...,\n",
       "          [4.06907930e-06, 2.51207075e-06, 1.35948505e-06,\n",
       "           2.39905575e-07],\n",
       "          [1.84209712e-05, 8.36930121e-06, 1.29666369e-05,\n",
       "           1.56724184e-06],\n",
       "          [7.55938818e-04, 9.40392551e-04, 1.86937614e-04,\n",
       "           3.27703572e-04]],\n",
       " \n",
       "         [[3.13469321e-02, 3.39699164e-02, 3.46602201e-02,\n",
       "           1.58241633e-02],\n",
       "          [6.09690975e-03, 2.97111971e-03, 4.57858061e-03,\n",
       "           1.23424921e-03],\n",
       "          [3.28733632e-03, 2.75669666e-03, 2.29609502e-03,\n",
       "           8.42495589e-04],\n",
       "          ...,\n",
       "          [7.08780790e-05, 1.93023116e-05, 2.94098263e-05,\n",
       "           4.84352495e-06],\n",
       "          [1.19734919e-04, 8.84074834e-05, 5.30650032e-05,\n",
       "           1.59765405e-05],\n",
       "          [3.25784367e-03, 2.20601656e-03, 1.12875167e-03,\n",
       "           1.32648938e-03]],\n",
       " \n",
       "         [[1.10810742e-01, 1.09857969e-01, 1.24137580e-01,\n",
       "           5.56953363e-02],\n",
       "          [4.50508744e-02, 1.71288624e-02, 3.48789282e-02,\n",
       "           8.20346549e-03],\n",
       "          [3.33970003e-02, 1.39524778e-02, 2.10702475e-02,\n",
       "           5.98253310e-03],\n",
       "          ...,\n",
       "          [3.63781326e-03, 3.82887170e-04, 1.36003958e-03,\n",
       "           1.13423943e-04],\n",
       "          [5.03664976e-03, 9.58642166e-04, 1.83355354e-03,\n",
       "           2.79025582e-04],\n",
       "          [4.73395921e-02, 5.62529219e-03, 1.12778302e-02,\n",
       "           6.24839729e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.17643550e-01, 1.04208857e-01, 1.15995437e-01,\n",
       "           1.06189072e-01],\n",
       "          [3.11643090e-02, 4.22253013e-02, 3.04980073e-02,\n",
       "           3.56879197e-02],\n",
       "          [2.87910439e-02, 3.59197147e-02, 3.22134756e-02,\n",
       "           3.06870677e-02],\n",
       "          ...,\n",
       "          [1.35654490e-02, 2.23456565e-02, 1.29063474e-02,\n",
       "           1.60961319e-02],\n",
       "          [2.14373041e-02, 2.70536225e-02, 2.16980893e-02,\n",
       "           2.26081312e-02],\n",
       "          [6.75614700e-02, 1.30552441e-01, 5.77869639e-02,\n",
       "           8.55880529e-02]],\n",
       " \n",
       "         [[3.67131233e-02, 2.87104491e-02, 3.85319740e-02,\n",
       "           1.75443552e-02],\n",
       "          [3.90078058e-03, 4.19896375e-03, 2.83850986e-03,\n",
       "           1.59079011e-03],\n",
       "          [3.37674841e-03, 2.74906727e-03, 3.38915316e-03,\n",
       "           1.40647648e-03],\n",
       "          ...,\n",
       "          [7.91048282e-04, 1.09864003e-03, 5.28477423e-04,\n",
       "           3.18392733e-04],\n",
       "          [1.66338391e-03, 1.28204899e-03, 1.47455034e-03,\n",
       "           5.25432813e-04],\n",
       "          [1.09462459e-02, 2.09443942e-02, 5.88378729e-03,\n",
       "           1.12790726e-02]],\n",
       " \n",
       "         [[2.63578072e-02, 2.66829953e-02, 2.71943677e-02,\n",
       "           1.41383130e-02],\n",
       "          [4.74364683e-03, 2.67991377e-03, 3.29056941e-03,\n",
       "           1.42505893e-03],\n",
       "          [3.51691525e-03, 3.05818650e-03, 1.95677043e-03,\n",
       "           1.29553303e-03],\n",
       "          ...,\n",
       "          [9.67665983e-04, 5.38433727e-04, 5.22040413e-04,\n",
       "           1.98624868e-04],\n",
       "          [1.28723180e-03, 1.24006800e-03, 7.82555493e-04,\n",
       "           3.89326276e-04],\n",
       "          [1.22684818e-02, 1.22564184e-02, 6.35761255e-03,\n",
       "           7.26471376e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.33201776e-02, 1.90635156e-02, 2.54677851e-02,\n",
       "           9.00162011e-03],\n",
       "          [2.08392413e-03, 1.40001008e-03, 1.33178197e-03,\n",
       "           4.40475764e-04],\n",
       "          [1.57301221e-03, 9.73080983e-04, 1.26826635e-03,\n",
       "           3.00095155e-04],\n",
       "          ...,\n",
       "          [9.91197885e-06, 6.34332855e-06, 3.60784202e-06,\n",
       "           7.17125488e-07],\n",
       "          [4.07933585e-05, 1.92288935e-05, 2.93028243e-05,\n",
       "           4.02588603e-06],\n",
       "          [1.24436955e-03, 1.51825382e-03, 3.48270551e-04,\n",
       "           5.71253244e-04]],\n",
       " \n",
       "         [[4.10310477e-02, 4.38733473e-02, 4.49958891e-02,\n",
       "           2.19846964e-02],\n",
       "          [9.13563557e-03, 4.75910772e-03, 7.06776278e-03,\n",
       "           2.13613873e-03],\n",
       "          [5.20148454e-03, 4.44501499e-03, 3.80732142e-03,\n",
       "           1.49638730e-03],\n",
       "          ...,\n",
       "          [1.38255855e-04, 4.18679265e-05, 6.23132073e-05,\n",
       "           1.15339135e-05],\n",
       "          [2.24647200e-04, 1.71870255e-04, 1.07798260e-04,\n",
       "           3.44278124e-05],\n",
       "          [4.77628503e-03, 3.38325719e-03, 1.82543544e-03,\n",
       "           2.06568791e-03]],\n",
       " \n",
       "         [[1.27426699e-01, 1.25970647e-01, 1.41471326e-01,\n",
       "           6.83315322e-02],\n",
       "          [5.60599193e-02, 2.33459678e-02, 4.44747321e-02,\n",
       "           1.18837776e-02],\n",
       "          [4.27157097e-02, 1.93144027e-02, 2.83347797e-02,\n",
       "           8.89692921e-03],\n",
       "          ...,\n",
       "          [5.30442549e-03, 6.63524843e-04, 2.13799509e-03,\n",
       "           2.13364954e-04],\n",
       "          [7.11491425e-03, 1.54756347e-03, 2.82290182e-03,\n",
       "           4.82592790e-04],\n",
       "          [5.61857037e-02, 7.92921335e-03, 1.51130389e-02,\n",
       "           8.59845150e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.06949456e-01, 9.45164710e-02, 1.05468944e-01,\n",
       "           9.59573239e-02],\n",
       "          [2.61875428e-02, 3.62123922e-02, 2.55280565e-02,\n",
       "           3.03488970e-02],\n",
       "          [2.40425523e-02, 3.03047616e-02, 2.70137377e-02,\n",
       "           2.58326884e-02],\n",
       "          ...,\n",
       "          [2.50345934e-02, 3.81711014e-02, 2.39259861e-02,\n",
       "           2.93938182e-02],\n",
       "          [3.70938815e-02, 4.43662144e-02, 3.62812541e-02,\n",
       "           3.93537544e-02],\n",
       "          [9.43821669e-02, 1.62812442e-01, 8.16538855e-02,\n",
       "           1.16966434e-01]],\n",
       " \n",
       "         [[3.13187502e-02, 2.40925793e-02, 3.28582302e-02,\n",
       "           1.43498722e-02],\n",
       "          [2.94077629e-03, 3.19875148e-03, 2.10090564e-03,\n",
       "           1.15327816e-03],\n",
       "          [2.54520564e-03, 2.02674046e-03, 2.53151986e-03,\n",
       "           1.01125136e-03],\n",
       "          ...,\n",
       "          [2.60430574e-03, 3.34181846e-03, 1.75365584e-03,\n",
       "           1.24966749e-03],\n",
       "          [4.62465221e-03, 3.57447565e-03, 4.03860165e-03,\n",
       "           1.88090210e-03],\n",
       "          [2.18264367e-02, 3.60417776e-02, 1.22212572e-02,\n",
       "           2.31909249e-02]],\n",
       " \n",
       "         [[2.21090131e-02, 2.25353949e-02, 2.27765311e-02,\n",
       "           1.14970179e-02],\n",
       "          [3.65816127e-03, 2.00137100e-03, 2.46181479e-03,\n",
       "           1.03380263e-03],\n",
       "          [2.66442518e-03, 2.31174706e-03, 1.41176092e-03,\n",
       "           9.44292755e-04],\n",
       "          ...,\n",
       "          [3.42594576e-03, 1.95944728e-03, 1.86041964e-03,\n",
       "           9.59836936e-04],\n",
       "          [4.18696739e-03, 3.85941961e-03, 2.46269465e-03,\n",
       "           1.72129006e-03],\n",
       "          [2.51015890e-02, 2.45305132e-02, 1.33137573e-02,\n",
       "           1.77787840e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.58957336e-02, 1.27748558e-02, 1.76173411e-02,\n",
       "           5.51897334e-03],\n",
       "          [1.08690513e-03, 6.98863878e-04, 6.67604094e-04,\n",
       "           1.93643340e-04],\n",
       "          [7.89247220e-04, 4.74821369e-04, 6.16022560e-04,\n",
       "           1.30115572e-04],\n",
       "          ...,\n",
       "          [6.90372235e-06, 4.32594743e-06, 2.43230897e-06,\n",
       "           4.57129801e-07],\n",
       "          [2.72421221e-05, 1.31369079e-05, 2.00416234e-05,\n",
       "           2.60377396e-06],\n",
       "          [9.73938615e-04, 1.22077984e-03, 2.58923479e-04,\n",
       "           4.26168350e-04]],\n",
       " \n",
       "         [[3.03615239e-02, 3.29956412e-02, 3.37124579e-02,\n",
       "           1.52286803e-02],\n",
       "          [5.75913861e-03, 2.76808511e-03, 4.32236679e-03,\n",
       "           1.13852974e-03],\n",
       "          [3.00399936e-03, 2.52559106e-03, 2.11271830e-03,\n",
       "           7.56539754e-04],\n",
       "          ...,\n",
       "          [1.02198544e-04, 2.95645677e-05, 4.46114609e-05,\n",
       "           7.77380410e-06],\n",
       "          [1.65388934e-04, 1.24129117e-04, 7.93010768e-05,\n",
       "           2.38519588e-05],\n",
       "          [3.97386681e-03, 2.70889560e-03, 1.46117969e-03,\n",
       "           1.63825951e-03]],\n",
       " \n",
       "         [[1.08771682e-01, 1.08387478e-01, 1.22053996e-01,\n",
       "           5.43383919e-02],\n",
       "          [4.39043865e-02, 1.64647624e-02, 3.35266143e-02,\n",
       "           7.80205429e-03],\n",
       "          [3.19632962e-02, 1.31895728e-02, 1.99445393e-02,\n",
       "           5.58947818e-03],\n",
       "          ...,\n",
       "          [4.53433441e-03, 5.20372996e-04, 1.75556750e-03,\n",
       "           1.60368669e-04],\n",
       "          [6.13302132e-03, 1.25469291e-03, 2.37661600e-03,\n",
       "           3.80924816e-04],\n",
       "          [5.22509553e-02, 6.80055330e-03, 1.33021958e-02,\n",
       "           7.51688424e-03]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.29542947e-01, 1.15825310e-01, 1.28187463e-01,\n",
       "           1.17450058e-01],\n",
       "          [3.72488536e-02, 4.97975498e-02, 3.67357843e-02,\n",
       "           4.21339944e-02],\n",
       "          [3.41965780e-02, 4.24003154e-02, 3.82457636e-02,\n",
       "           3.60684618e-02],\n",
       "          ...,\n",
       "          [2.59540696e-02, 3.95528302e-02, 2.51135789e-02,\n",
       "           2.95552853e-02],\n",
       "          [3.73852216e-02, 4.54781875e-02, 3.82916704e-02,\n",
       "           3.85216288e-02],\n",
       "          [9.57416818e-02, 1.64644718e-01, 8.56632590e-02,\n",
       "           1.15432814e-01]],\n",
       " \n",
       "         [[4.35554944e-02, 3.44935656e-02, 4.58661281e-02,\n",
       "           2.18078513e-02],\n",
       "          [5.19160181e-03, 5.59255807e-03, 3.91014153e-03,\n",
       "           2.23649386e-03],\n",
       "          [4.50850744e-03, 3.70723684e-03, 4.56130086e-03,\n",
       "           1.91916968e-03],\n",
       "          ...,\n",
       "          [2.47977721e-03, 3.28019867e-03, 1.79139711e-03,\n",
       "           1.15281984e-03],\n",
       "          [4.52239998e-03, 3.58460890e-03, 4.12329100e-03,\n",
       "           1.69451733e-03],\n",
       "          [2.13123690e-02, 3.62400301e-02, 1.29185263e-02,\n",
       "           2.13361979e-02]],\n",
       " \n",
       "         [[3.19907852e-02, 3.23869623e-02, 3.31789441e-02,\n",
       "           1.77854467e-02],\n",
       "          [6.22101594e-03, 3.66307958e-03, 4.46894765e-03,\n",
       "           1.97537593e-03],\n",
       "          [4.55655018e-03, 4.06010775e-03, 2.71242671e-03,\n",
       "           1.74654787e-03],\n",
       "          ...,\n",
       "          [3.02661001e-03, 1.82503322e-03, 1.82457082e-03,\n",
       "           8.03422183e-04],\n",
       "          [3.74048669e-03, 3.58703476e-03, 2.50485842e-03,\n",
       "           1.37933716e-03],\n",
       "          [2.37882920e-02, 2.35774126e-02, 1.39369434e-02,\n",
       "           1.53774731e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.57408731e-02, 2.10174639e-02, 2.82483436e-02,\n",
       "           1.02118980e-02],\n",
       "          [2.43322738e-03, 1.65181479e-03, 1.59590272e-03,\n",
       "           5.36460546e-04],\n",
       "          [1.81758706e-03, 1.14236178e-03, 1.48248335e-03,\n",
       "           3.64249398e-04],\n",
       "          ...,\n",
       "          [2.38533612e-05, 1.57209306e-05, 9.48759407e-06,\n",
       "           2.10629332e-06],\n",
       "          [8.27422045e-05, 4.20178912e-05, 6.27592599e-05,\n",
       "           9.73027090e-06],\n",
       "          [1.95712689e-03, 2.38130824e-03, 6.18970254e-04,\n",
       "           9.26394307e-04]],\n",
       " \n",
       "         [[4.43731770e-02, 4.72565256e-02, 4.86963131e-02,\n",
       "           2.42228545e-02],\n",
       "          [1.01746656e-02, 5.38189244e-03, 7.98599143e-03,\n",
       "           2.47166865e-03],\n",
       "          [5.74227562e-03, 4.95290430e-03, 4.31984989e-03,\n",
       "           1.70142308e-03],\n",
       "          ...,\n",
       "          [2.59633205e-04, 8.71752200e-05, 1.27738749e-04,\n",
       "           2.62057383e-05],\n",
       "          [3.98457574e-04, 3.14293779e-04, 2.14337037e-04,\n",
       "           7.01197350e-05],\n",
       "          [6.79861335e-03, 4.92367987e-03, 2.87258904e-03,\n",
       "           3.04738688e-03]],\n",
       " \n",
       "         [[1.32446080e-01, 1.31349832e-01, 1.46574095e-01,\n",
       "           7.24119395e-02],\n",
       "          [5.96261956e-02, 2.54587196e-02, 4.72155474e-02,\n",
       "           1.31312860e-02],\n",
       "          [4.51159291e-02, 2.08505616e-02, 3.03022843e-02,\n",
       "           9.77323297e-03],\n",
       "          ...,\n",
       "          [7.67851295e-03, 1.12365338e-03, 3.30757583e-03,\n",
       "           3.88345041e-04],\n",
       "          [9.96958744e-03, 2.45307712e-03, 4.34530713e-03,\n",
       "           8.20823130e-04],\n",
       "          [6.63921162e-02, 1.10204248e-02, 2.00664718e-02,\n",
       "           1.17712840e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.11997128e-01, 9.90243852e-02, 1.10405996e-01,\n",
       "           1.00807652e-01],\n",
       "          [2.84750704e-02, 3.89617123e-02, 2.78039258e-02,\n",
       "           3.28092352e-02],\n",
       "          [2.62451880e-02, 3.29057798e-02, 2.94191446e-02,\n",
       "           2.80936286e-02],\n",
       "          ...,\n",
       "          [1.57842804e-02, 2.55594663e-02, 1.50911873e-02,\n",
       "           1.85671318e-02],\n",
       "          [2.43418999e-02, 3.04543320e-02, 2.47007720e-02,\n",
       "           2.55690496e-02],\n",
       "          [7.31417537e-02, 1.37574017e-01, 6.31510019e-02,\n",
       "           9.16658118e-02]],\n",
       " \n",
       "         [[3.37911062e-02, 2.62133274e-02, 3.54459025e-02,\n",
       "           1.57928821e-02],\n",
       "          [3.36895999e-03, 3.64219071e-03, 2.42492370e-03,\n",
       "           1.34456728e-03],\n",
       "          [2.91289366e-03, 2.34696991e-03, 2.91070202e-03,\n",
       "           1.18651008e-03],\n",
       "          ...,\n",
       "          [1.04486535e-03, 1.43017212e-03, 7.10402906e-04,\n",
       "           4.35377617e-04],\n",
       "          [2.10622698e-03, 1.62896502e-03, 1.88070501e-03,\n",
       "           6.94339629e-04],\n",
       "          [1.27888396e-02, 2.37249210e-02, 7.04390509e-03,\n",
       "           1.31031917e-02]],\n",
       " \n",
       "         [[2.40310859e-02, 2.43956652e-02, 2.47653406e-02,\n",
       "           1.26783065e-02],\n",
       "          [4.14065225e-03, 2.29861005e-03, 2.82852491e-03,\n",
       "           1.20600092e-03],\n",
       "          [3.04753566e-03, 2.64146714e-03, 1.65143097e-03,\n",
       "           1.09940267e-03],\n",
       "          ...,\n",
       "          [1.29476434e-03, 7.28156068e-04, 7.13200541e-04,\n",
       "           2.82135821e-04],\n",
       "          [1.67573954e-03, 1.60358369e-03, 1.03636994e-03,\n",
       "           5.33397426e-04],\n",
       "          [1.44066922e-02, 1.42980600e-02, 7.63976900e-03,\n",
       "           8.73658340e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[1.97341330e-02, 1.60139166e-02, 2.16745269e-02,\n",
       "           7.27292523e-03],\n",
       "          [1.56950613e-03, 1.03500555e-03, 9.85036371e-04,\n",
       "           3.08136310e-04],\n",
       "          [1.16695941e-03, 7.12403329e-04, 9.27900488e-04,\n",
       "           2.08548052e-04],\n",
       "          ...,\n",
       "          [7.75707031e-06, 4.90807543e-06, 2.76371020e-06,\n",
       "           5.30281739e-07],\n",
       "          [3.20027721e-05, 1.51084678e-05, 2.30997866e-05,\n",
       "           3.05721233e-06],\n",
       "          [1.07117870e-03, 1.32327154e-03, 2.90303433e-04,\n",
       "           4.80288814e-04]],\n",
       " \n",
       "         [[3.59514803e-02, 3.87157723e-02, 3.96396220e-02,\n",
       "           1.87120214e-02],\n",
       "          [7.46456860e-03, 3.75722768e-03, 5.69891883e-03,\n",
       "           1.62293238e-03],\n",
       "          [4.10549436e-03, 3.47894290e-03, 2.94934632e-03,\n",
       "           1.11272605e-03],\n",
       "          ...,\n",
       "          [1.14056340e-04, 3.35036602e-05, 5.03555493e-05,\n",
       "           8.98187045e-06],\n",
       "          [1.86148944e-04, 1.40880395e-04, 8.84323817e-05,\n",
       "           2.74224312e-05],\n",
       "          [4.26580478e-03, 2.96645495e-03, 1.58971315e-03,\n",
       "           1.80051278e-03]],\n",
       " \n",
       "         [[1.18914723e-01, 1.17907375e-01, 1.32643893e-01,\n",
       "           6.17683902e-02],\n",
       "          [5.03313541e-02, 2.00325791e-02, 3.93334515e-02,\n",
       "           9.87714995e-03],\n",
       "          [3.76544558e-02, 1.63616426e-02, 2.43459977e-02,\n",
       "           7.27066351e-03],\n",
       "          ...,\n",
       "          [4.77871811e-03, 5.67657407e-04, 1.88176485e-03,\n",
       "           1.77980182e-04],\n",
       "          [6.45681191e-03, 1.35166652e-03, 2.51236674e-03,\n",
       "           4.13693255e-04],\n",
       "          [5.35859838e-02, 7.19384430e-03, 1.39228972e-02,\n",
       "           7.86844734e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.22263208e-01, 1.08635306e-01, 1.20674841e-01,\n",
       "           1.10551305e-01],\n",
       "          [3.34551148e-02, 4.50626165e-02, 3.28330323e-02,\n",
       "           3.81252579e-02],\n",
       "          [3.08585465e-02, 3.83925289e-02, 3.45137492e-02,\n",
       "           3.27606238e-02],\n",
       "          ...,\n",
       "          [1.59529448e-02, 2.57880948e-02, 1.52539210e-02,\n",
       "           1.86911020e-02],\n",
       "          [2.45875288e-02, 3.08019686e-02, 2.50389557e-02,\n",
       "           2.57227439e-02],\n",
       "          [7.36793503e-02, 1.38488889e-01, 6.38907403e-02,\n",
       "           9.20787007e-02]],\n",
       " \n",
       "         [[3.92740443e-02, 3.08757480e-02, 4.12632450e-02,\n",
       "           1.91123318e-02],\n",
       "          [4.36936924e-03, 4.70046978e-03, 3.22012068e-03,\n",
       "           1.81871117e-03],\n",
       "          [3.78790032e-03, 3.09904828e-03, 3.81616945e-03,\n",
       "           1.59394904e-03],\n",
       "          ...,\n",
       "          [1.03897729e-03, 1.42897747e-03, 7.09847431e-04,\n",
       "           4.32285218e-04],\n",
       "          [2.11382238e-03, 1.64506771e-03, 1.88971648e-03,\n",
       "           6.92280068e-04],\n",
       "          [1.28357271e-02, 2.39551477e-02, 7.15243816e-03,\n",
       "           1.30936131e-02]],\n",
       " \n",
       "         [[2.84415260e-02, 2.87759993e-02, 2.93990336e-02,\n",
       "           1.54708819e-02],\n",
       "          [5.28145721e-03, 3.03301332e-03, 3.71253630e-03,\n",
       "           1.62284868e-03],\n",
       "          [3.90561041e-03, 3.42256855e-03, 2.22850428e-03,\n",
       "           1.46144792e-03],\n",
       "          ...,\n",
       "          [1.25820935e-03, 7.18548254e-04, 7.04895880e-04,\n",
       "           2.74250866e-04],\n",
       "          [1.64357026e-03, 1.59174041e-03, 1.03607983e-03,\n",
       "           5.18033514e-04],\n",
       "          [1.43105080e-02, 1.42829930e-02, 7.70712923e-03,\n",
       "           8.59820656e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.47797538e-02, 2.02764850e-02, 2.70786118e-02,\n",
       "           9.72949248e-03],\n",
       "          [2.30189762e-03, 1.55607879e-03, 1.48771505e-03,\n",
       "           4.99609218e-04],\n",
       "          [1.73687155e-03, 1.08193560e-03, 1.40858477e-03,\n",
       "           3.40341823e-04],\n",
       "          ...,\n",
       "          [1.35187456e-05, 8.75260412e-06, 5.08207540e-06,\n",
       "           1.05051811e-06],\n",
       "          [5.28367673e-05, 2.54574534e-05, 3.85444146e-05,\n",
       "           5.52441770e-06],\n",
       "          [1.46616984e-03, 1.78564037e-03, 4.29055974e-04,\n",
       "           6.82336628e-04]],\n",
       " \n",
       "         [[4.30491231e-02, 4.59178947e-02, 4.71816584e-02,\n",
       "           2.33240165e-02],\n",
       "          [9.79464501e-03, 5.15922206e-03, 7.63275288e-03,\n",
       "           2.34888541e-03],\n",
       "          [5.59946988e-03, 4.80441796e-03, 4.14630631e-03,\n",
       "           1.64204685e-03],\n",
       "          ...,\n",
       "          [1.73475637e-04, 5.44314316e-05, 8.06049065e-05,\n",
       "           1.54791815e-05],\n",
       "          [2.76520819e-04, 2.14027052e-04, 1.37771029e-04,\n",
       "           4.44891048e-05],\n",
       "          [5.42690419e-03, 3.88467382e-03, 2.14988296e-03,\n",
       "           2.38185632e-03]],\n",
       " \n",
       "         [[1.30572662e-01, 1.29138395e-01, 1.44704223e-01,\n",
       "           7.08373562e-02],\n",
       "          [5.82569987e-02, 2.46523283e-02, 4.63271402e-02,\n",
       "           1.26730073e-02],\n",
       "          [4.44443896e-02, 2.03809533e-02, 2.97438223e-02,\n",
       "           9.50362626e-03],\n",
       "          ...,\n",
       "          [6.04883302e-03, 8.01404996e-04, 2.49854405e-03,\n",
       "           2.64530478e-04],\n",
       "          [8.01744312e-03, 1.82426022e-03, 3.28705902e-03,\n",
       "           5.82823413e-04],\n",
       "          [5.96282072e-02, 8.92100856e-03, 1.67180020e-02,\n",
       "           9.60974954e-03]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.24530211e-01, 1.10770226e-01, 1.22951351e-01,\n",
       "           1.12721682e-01],\n",
       "          [3.46117280e-02, 4.64635007e-02, 3.40037383e-02,\n",
       "           3.93523276e-02],\n",
       "          [3.19334678e-02, 3.96660268e-02, 3.56966220e-02,\n",
       "           3.38457935e-02],\n",
       "          ...,\n",
       "          [1.59310587e-02, 2.57527865e-02, 1.52314603e-02,\n",
       "           1.86662059e-02],\n",
       "          [2.45854687e-02, 3.08000129e-02, 2.50301398e-02,\n",
       "           2.57209036e-02],\n",
       "          [7.36880526e-02, 1.38515726e-01, 6.39022738e-02,\n",
       "           9.20864940e-02]],\n",
       " \n",
       "         [[4.05336134e-02, 3.19577232e-02, 4.26026620e-02,\n",
       "           1.98967271e-02],\n",
       "          [4.61818278e-03, 4.96250438e-03, 3.41970869e-03,\n",
       "           1.93946192e-03],\n",
       "          [4.00494086e-03, 3.28728836e-03, 4.04057652e-03,\n",
       "           1.69769838e-03],\n",
       "          ...,\n",
       "          [1.03529613e-03, 1.42429431e-03, 7.07111089e-04,\n",
       "           4.30479791e-04],\n",
       "          [2.11211224e-03, 1.64402567e-03, 1.88720960e-03,\n",
       "           6.91435067e-04],\n",
       "          [1.28378849e-02, 2.39649247e-02, 7.15316553e-03,\n",
       "           1.30961211e-02]],\n",
       " \n",
       "         [[2.94654891e-02, 2.97948774e-02, 3.04779094e-02,\n",
       "           1.61336530e-02],\n",
       "          [5.56057086e-03, 3.21514485e-03, 3.93284811e-03,\n",
       "           1.72824203e-03],\n",
       "          [4.11758525e-03, 3.61708482e-03, 2.37510377e-03,\n",
       "           1.55290437e-03],\n",
       "          ...,\n",
       "          [1.25227415e-03, 7.15467322e-04, 7.01131474e-04,\n",
       "           2.72784411e-04],\n",
       "          [1.64071552e-03, 1.58950430e-03, 1.03433453e-03,\n",
       "           5.17031003e-04],\n",
       "          [1.43042980e-02, 1.42876441e-02, 7.70467287e-03,\n",
       "           8.59627407e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.60344818e-02, 2.13437434e-02, 2.84165647e-02,\n",
       "           1.03651285e-02],\n",
       "          [2.50266120e-03, 1.70094811e-03, 1.62745197e-03,\n",
       "           5.55115577e-04],\n",
       "          [1.89499895e-03, 1.18555001e-03, 1.54312968e-03,\n",
       "           3.78872384e-04],\n",
       "          ...,\n",
       "          [1.51743861e-05, 9.87223484e-06, 5.76605953e-06,\n",
       "           1.21079279e-06],\n",
       "          [5.86785536e-05, 2.83816134e-05, 4.28828971e-05,\n",
       "           6.24980521e-06],\n",
       "          [1.56552414e-03, 1.90053100e-03, 4.65377962e-04,\n",
       "           7.34345580e-04]],\n",
       " \n",
       "         [[4.47660796e-02, 4.76458445e-02, 4.89928871e-02,\n",
       "           2.44658235e-02],\n",
       "          [1.03914812e-02, 5.53007051e-03, 8.13307427e-03,\n",
       "           2.54673325e-03],\n",
       "          [5.99404098e-03, 5.15613845e-03, 4.46655694e-03,\n",
       "           1.78848812e-03],\n",
       "          ...,\n",
       "          [1.89301863e-04, 6.02325381e-05, 8.88903669e-05,\n",
       "           1.73429908e-05],\n",
       "          [3.00342741e-04, 2.33532963e-04, 1.51026310e-04,\n",
       "           4.92160034e-05],\n",
       "          [5.70580596e-03, 4.10974259e-03, 2.28872290e-03,\n",
       "           2.52536801e-03]],\n",
       " \n",
       "         [[1.33243427e-01, 1.31698608e-01, 1.47441551e-01,\n",
       "           7.29713589e-02],\n",
       "          [6.01389371e-02, 2.57909521e-02, 4.80082259e-02,\n",
       "           1.33819971e-02],\n",
       "          [4.60863002e-02, 2.13817358e-02, 3.10737249e-02,\n",
       "           1.00758085e-02],\n",
       "          ...,\n",
       "          [6.35357108e-03, 8.61080363e-04, 2.65051774e-03,\n",
       "           2.87265430e-04],\n",
       "          [8.38628598e-03, 1.94161024e-03, 3.47512960e-03,\n",
       "           6.25934801e-04],\n",
       "          [6.09590225e-02, 9.32801981e-03, 1.73640344e-02,\n",
       "           1.00162281e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.26023173e-01, 1.12434469e-01, 1.24609254e-01,\n",
       "           1.14089273e-01],\n",
       "          [3.53892073e-02, 4.75261733e-02, 3.48373428e-02,\n",
       "           4.01709341e-02],\n",
       "          [3.25088464e-02, 4.03945185e-02, 3.63781489e-02,\n",
       "           3.43815871e-02],\n",
       "          ...,\n",
       "          [2.37363540e-02, 3.65796164e-02, 2.29222551e-02,\n",
       "           2.71776896e-02],\n",
       "          [3.46120149e-02, 4.23284583e-02, 3.54077592e-02,\n",
       "           3.57708335e-02],\n",
       "          [9.12319198e-02, 1.59514263e-01, 8.11542124e-02,\n",
       "           1.10735826e-01]],\n",
       " \n",
       "         [[4.15064916e-02, 3.27392034e-02, 4.36749831e-02,\n",
       "           2.05077957e-02],\n",
       "          [4.77747619e-03, 5.15044993e-03, 3.56824417e-03,\n",
       "           2.02828133e-03],\n",
       "          [4.14601155e-03, 3.39569035e-03, 4.18607704e-03,\n",
       "           1.74906442e-03],\n",
       "          ...,\n",
       "          [2.12208321e-03, 2.82480777e-03, 1.51701574e-03,\n",
       "           9.66844498e-04],\n",
       "          [3.94139765e-03, 3.11064115e-03, 3.58030270e-03,\n",
       "           1.44191203e-03],\n",
       "          [1.94397196e-02, 3.35891470e-02, 1.15883127e-02,\n",
       "           1.95420664e-02]],\n",
       " \n",
       "         [[3.02991848e-02, 3.06870360e-02, 3.13857906e-02,\n",
       "           1.66751780e-02],\n",
       "          [5.75502170e-03, 3.35211609e-03, 4.09432035e-03,\n",
       "           1.79728051e-03],\n",
       "          [4.21712361e-03, 3.73752415e-03, 2.46575777e-03,\n",
       "           1.59748551e-03],\n",
       "          ...,\n",
       "          [2.59770174e-03, 1.54718966e-03, 1.54206983e-03,\n",
       "           6.65324798e-04],\n",
       "          [3.23832128e-03, 3.10464087e-03, 2.13929033e-03,\n",
       "           1.16241234e-03],\n",
       "          [2.17420608e-02, 2.15521827e-02, 1.25200823e-02,\n",
       "           1.38939712e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.44322009e-02, 1.99232884e-02, 2.68193372e-02,\n",
       "           9.55278520e-03],\n",
       "          [2.23161653e-03, 1.50614476e-03, 1.45123422e-03,\n",
       "           4.80867369e-04],\n",
       "          [1.66474783e-03, 1.04025973e-03, 1.35117408e-03,\n",
       "           3.26176320e-04],\n",
       "          ...,\n",
       "          [1.92916341e-05, 1.26176974e-05, 7.51597736e-06,\n",
       "           1.62278616e-06],\n",
       "          [6.91000387e-05, 3.46235538e-05, 5.19369169e-05,\n",
       "           7.81416566e-06],\n",
       "          [1.74572284e-03, 2.13107769e-03, 5.36361244e-04,\n",
       "           8.17795924e-04]],\n",
       " \n",
       "         [[4.25759256e-02, 4.54461910e-02, 4.67750616e-02,\n",
       "           2.30271034e-02],\n",
       "          [9.57166124e-03, 5.01228450e-03, 7.47220265e-03,\n",
       "           2.27420731e-03],\n",
       "          [5.37134055e-03, 4.61780000e-03, 4.00550803e-03,\n",
       "           1.56357244e-03],\n",
       "          ...,\n",
       "          [2.22213304e-04, 7.27187798e-05, 1.07124411e-04,\n",
       "           2.13889216e-05],\n",
       "          [3.44883796e-04, 2.69954151e-04, 1.81347394e-04,\n",
       "           5.86853712e-05],\n",
       "          [6.22547185e-03, 4.47265292e-03, 2.56845308e-03,\n",
       "           2.75694020e-03]],\n",
       " \n",
       "         [[1.29671723e-01, 1.28617421e-01, 1.43738762e-01,\n",
       "           7.01879188e-02],\n",
       "          [5.76703362e-02, 2.42853127e-02, 4.55400422e-02,\n",
       "           1.24131721e-02],\n",
       "          [4.35265861e-02, 1.98735967e-02, 2.90197246e-02,\n",
       "           9.21761710e-03],\n",
       "          ...,\n",
       "          [7.01962458e-03, 9.87241510e-04, 2.97175022e-03,\n",
       "           3.34910816e-04],\n",
       "          [9.18352231e-03, 2.19133752e-03, 3.91833624e-03,\n",
       "           7.20945478e-04],\n",
       "          [6.37628883e-02, 1.01674544e-02, 1.87274776e-02,\n",
       "           1.09086083e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.53479248e-01, 1.38977036e-01, 1.52478904e-01,\n",
       "           1.40485898e-01],\n",
       "          [5.11788614e-02, 6.64134994e-02, 5.09998463e-02,\n",
       "           5.66397570e-02],\n",
       "          [4.69255522e-02, 5.73083721e-02, 5.22383042e-02,\n",
       "           4.86985333e-02],\n",
       "          ...,\n",
       "          [3.79101820e-02, 5.50021976e-02, 3.70744541e-02,\n",
       "           4.20853049e-02],\n",
       "          [5.15330285e-02, 6.16273917e-02, 5.36533743e-02,\n",
       "           5.22905253e-02],\n",
       "          [1.17385909e-01, 1.88186213e-01, 1.07821882e-01,\n",
       "           1.37002602e-01]],\n",
       " \n",
       "         [[5.86376339e-02, 4.76645641e-02, 6.19762391e-02,\n",
       "           3.19145322e-02],\n",
       "          [8.73139501e-03, 9.34014097e-03, 6.90276083e-03,\n",
       "           4.10967646e-03],\n",
       "          [7.61118857e-03, 6.41523069e-03, 7.78900832e-03,\n",
       "           3.44882067e-03],\n",
       "          ...,\n",
       "          [4.72180126e-03, 6.04744768e-03, 3.57165351e-03,\n",
       "           2.36591650e-03],\n",
       "          [7.98683241e-03, 6.47417922e-03, 7.42663350e-03,\n",
       "           3.27533740e-03],\n",
       "          [3.12011931e-02, 4.96609733e-02, 2.05256548e-02,\n",
       "           3.04285288e-02]],\n",
       " \n",
       "         [[4.47396711e-02, 4.51252684e-02, 4.66525145e-02,\n",
       "           2.65047178e-02],\n",
       "          [1.00890435e-02, 6.36599911e-03, 7.70073198e-03,\n",
       "           3.57369403e-03],\n",
       "          [7.41703250e-03, 6.80036331e-03, 4.91413940e-03,\n",
       "           3.06837307e-03],\n",
       "          ...,\n",
       "          [5.55890240e-03, 3.57871363e-03, 3.65197472e-03,\n",
       "           1.70452823e-03],\n",
       "          [6.62217196e-03, 6.43468415e-03, 4.84655006e-03,\n",
       "           2.69233459e-03],\n",
       "          [3.41091938e-02, 3.38077061e-02, 2.19440535e-02,\n",
       "           2.27184594e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.69008631e-02, 3.04992944e-02, 4.03659455e-02,\n",
       "           1.62337068e-02],\n",
       "          [4.45299922e-03, 3.14700464e-03, 3.08629614e-03,\n",
       "           1.15327816e-03],\n",
       "          [3.38200224e-03, 2.20837491e-03, 2.84896954e-03,\n",
       "           7.91126105e-04],\n",
       "          ...,\n",
       "          [8.38423366e-05, 5.79011503e-05, 3.76425523e-05,\n",
       "           9.88398824e-06],\n",
       "          [2.44819501e-04, 1.33245339e-04, 1.94427397e-04,\n",
       "           3.60672311e-05],\n",
       "          [3.88019974e-03, 4.61537857e-03, 1.45749818e-03,\n",
       "           1.96607318e-03]],\n",
       " \n",
       "         [[5.89862168e-02, 6.18310831e-02, 6.42320067e-02,\n",
       "           3.44016738e-02],\n",
       "          [1.55597758e-02, 8.87393113e-03, 1.26654916e-02,\n",
       "           4.43478255e-03],\n",
       "          [9.24448669e-03, 8.14683549e-03, 7.34035904e-03,\n",
       "           3.10565182e-03],\n",
       "          ...,\n",
       "          [6.57101336e-04, 2.56467232e-04, 3.63684201e-04,\n",
       "           8.81114247e-05],\n",
       "          [9.48772242e-04, 7.81507988e-04, 5.77011844e-04,\n",
       "           2.03463525e-04],\n",
       "          [1.14870071e-02, 8.79311003e-03, 5.59701724e-03,\n",
       "           5.57787251e-03]],\n",
       " \n",
       "         [[1.53141335e-01, 1.51451394e-01, 1.67785361e-01,\n",
       "           8.97262841e-02],\n",
       "          [7.50087723e-02, 3.52664851e-02, 6.08335398e-02,\n",
       "           1.94212366e-02],\n",
       "          [5.82184233e-02, 2.92101298e-02, 4.11948897e-02,\n",
       "           1.47911422e-02],\n",
       "          ...,\n",
       "          [1.30672147e-02, 2.42978474e-03, 6.25666929e-03,\n",
       "           9.41915903e-04],\n",
       "          [1.61945671e-02, 4.79420694e-03, 7.99551792e-03,\n",
       "           1.77415286e-03],\n",
       "          [8.42336416e-02, 1.77799743e-02, 3.02148815e-02,\n",
       "           1.84535999e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.35781363e-01, 1.21548541e-01, 1.34347811e-01,\n",
       "           1.23496361e-01],\n",
       "          [4.06451672e-02, 5.37665002e-02, 4.01566103e-02,\n",
       "           4.57057096e-02],\n",
       "          [3.74563597e-02, 4.62048650e-02, 4.17936966e-02,\n",
       "           3.93695123e-02],\n",
       "          ...,\n",
       "          [1.92375910e-02, 3.04132439e-02, 1.85055695e-02,\n",
       "           2.22315099e-02],\n",
       "          [2.89096776e-02, 3.58978398e-02, 2.96283197e-02,\n",
       "           2.99651455e-02],\n",
       "          [8.16390514e-02, 1.48507372e-01, 7.19371662e-02,\n",
       "           1.00389600e-01]],\n",
       " \n",
       "         [[4.71344776e-02, 3.76462042e-02, 4.96497452e-02,\n",
       "           2.41205394e-02],\n",
       "          [6.00010110e-03, 6.42597117e-03, 4.55679465e-03,\n",
       "           2.63598026e-03],\n",
       "          [5.21102967e-03, 4.33391519e-03, 5.29137440e-03,\n",
       "           2.27675540e-03],\n",
       "          ...,\n",
       "          [1.42311212e-03, 1.93196652e-03, 9.96136805e-04,\n",
       "           6.14848337e-04],\n",
       "          [2.80330144e-03, 2.20778375e-03, 2.52987444e-03,\n",
       "           9.58200369e-04],\n",
       "          [1.55405561e-02, 2.81048752e-02, 9.01757367e-03,\n",
       "           1.56407189e-02]],\n",
       " \n",
       "         [[3.49218808e-02, 3.52522619e-02, 3.62537354e-02,\n",
       "           1.97384953e-02],\n",
       "          [7.10270135e-03, 4.24682535e-03, 5.17812883e-03,\n",
       "           2.32770806e-03],\n",
       "          [5.26165590e-03, 4.69197473e-03, 3.20637994e-03,\n",
       "           2.06055306e-03],\n",
       "          ...,\n",
       "          [1.69921597e-03, 1.00056257e-03, 9.90944332e-04,\n",
       "           3.97042051e-04],\n",
       "          [2.18767673e-03, 2.13276385e-03, 1.44032622e-03,\n",
       "           7.24932936e-04],\n",
       "          [1.71819273e-02, 1.71561539e-02, 9.67589114e-03,\n",
       "           1.04974043e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.12908888e-02, 2.58014910e-02, 3.40787731e-02,\n",
       "           1.31239081e-02],\n",
       "          [3.40795540e-03, 2.36287760e-03, 2.27733376e-03,\n",
       "           8.19639361e-04],\n",
       "          [2.60021887e-03, 1.65587047e-03, 2.15186202e-03,\n",
       "           5.61736408e-04],\n",
       "          ...,\n",
       "          [2.85508704e-05, 1.90320789e-05, 1.15434013e-05,\n",
       "           2.63290690e-06],\n",
       "          [1.01310958e-04, 5.07642035e-05, 7.57583839e-05,\n",
       "           1.20718332e-05],\n",
       "          [2.21089926e-03, 2.65410938e-03, 7.16728857e-04,\n",
       "           1.07244344e-03]],\n",
       " \n",
       "         [[5.17855138e-02, 5.46730794e-02, 5.64267300e-02,\n",
       "           2.92486846e-02],\n",
       "          [1.29151139e-02, 7.13227130e-03, 1.02940947e-02,\n",
       "           3.42809944e-03],\n",
       "          [7.64278928e-03, 6.64420286e-03, 5.85535821e-03,\n",
       "           2.42878380e-03],\n",
       "          ...,\n",
       "          [3.02062865e-04, 1.03741506e-04, 1.50688109e-04,\n",
       "           3.19098290e-05],\n",
       "          [4.64039593e-04, 3.69688612e-04, 2.49109755e-04,\n",
       "           8.40933717e-05],\n",
       "          [7.44387554e-03, 5.50152222e-03, 3.20317643e-03,\n",
       "           3.41851264e-03]],\n",
       " \n",
       "         [[1.43573433e-01, 1.41792551e-01, 1.57942370e-01,\n",
       "           8.14469904e-02],\n",
       "          [6.76589683e-02, 3.04867812e-02, 5.46358377e-02,\n",
       "           1.63513701e-02],\n",
       "          [5.24653532e-02, 2.54192725e-02, 3.63440998e-02,\n",
       "           1.24436868e-02],\n",
       "          ...,\n",
       "          [8.30113236e-03, 1.26836682e-03, 3.64980777e-03,\n",
       "           4.47488070e-04],\n",
       "          [1.07111866e-02, 2.71992036e-03, 4.72406764e-03,\n",
       "           9.21745785e-04],\n",
       "          [6.87338114e-02, 1.18711507e-02, 2.13349164e-02,\n",
       "           1.25625124e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.23790637e-01, 1.10103518e-01, 1.22227184e-01,\n",
       "           1.12005979e-01],\n",
       "          [3.42322625e-02, 4.60189395e-02, 3.36250216e-02,\n",
       "           3.89494263e-02],\n",
       "          [3.15633714e-02, 3.92336100e-02, 3.52954529e-02,\n",
       "           3.34671177e-02],\n",
       "          ...,\n",
       "          [1.66678242e-02, 2.68094279e-02, 1.59608852e-02,\n",
       "           1.94660909e-02],\n",
       "          [2.55211014e-02, 3.19066681e-02, 2.60307100e-02,\n",
       "           2.66400259e-02],\n",
       "          [7.54282922e-02, 1.40718877e-01, 6.56491369e-02,\n",
       "           9.39186737e-02]],\n",
       " \n",
       "         [[4.01361175e-02, 3.16094458e-02, 4.21842597e-02,\n",
       "           1.96484290e-02],\n",
       "          [4.53459565e-03, 4.87677893e-03, 3.35491309e-03,\n",
       "           1.90001435e-03],\n",
       "          [3.93222412e-03, 3.22251301e-03, 3.96538572e-03,\n",
       "           1.66094757e-03],\n",
       "          ...,\n",
       "          [1.11925858e-03, 1.53483811e-03, 7.69246195e-04,\n",
       "           4.69906110e-04],\n",
       "          [2.25654989e-03, 1.76075695e-03, 2.02192622e-03,\n",
       "           7.46450212e-04],\n",
       "          [1.34066446e-02, 2.48448923e-02, 7.54330680e-03,\n",
       "           1.36383707e-02]],\n",
       " \n",
       "         [[2.91465037e-02, 2.94847526e-02, 3.01450528e-02,\n",
       "           1.59265362e-02],\n",
       "          [5.46891149e-03, 3.15635023e-03, 3.86116304e-03,\n",
       "           1.69293245e-03],\n",
       "          [4.04232973e-03, 3.55123286e-03, 2.32525915e-03,\n",
       "           1.52047304e-03],\n",
       "          ...,\n",
       "          [1.35222613e-03, 7.77501147e-04, 7.65058096e-04,\n",
       "           2.99606880e-04],\n",
       "          [1.75749976e-03, 1.70404348e-03, 1.11854204e-03,\n",
       "           5.60223882e-04],\n",
       "          [1.49274403e-02, 1.48936212e-02, 8.12225137e-03,\n",
       "           9.00403876e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.53299884e-02, 2.07368284e-02, 2.76789777e-02,\n",
       "           1.00066429e-02],\n",
       "          [2.38693226e-03, 1.61728135e-03, 1.54839095e-03,\n",
       "           5.23070630e-04],\n",
       "          [1.80158112e-03, 1.12472975e-03, 1.46410218e-03,\n",
       "           3.56368866e-04],\n",
       "          ...,\n",
       "          [1.48993813e-05, 9.68144650e-06, 5.65671962e-06,\n",
       "           1.18393825e-06],\n",
       "          [5.73569596e-05, 2.78120915e-05, 4.20242541e-05,\n",
       "           6.10499637e-06],\n",
       "          [1.54447567e-03, 1.87896227e-03, 4.58145165e-04,\n",
       "           7.22038210e-04]],\n",
       " \n",
       "         [[4.38044481e-02, 4.66790460e-02, 4.79901619e-02,\n",
       "           2.38260832e-02],\n",
       "          [1.00464681e-02, 5.31442091e-03, 7.84867909e-03,\n",
       "           2.43192003e-03],\n",
       "          [5.75565314e-03, 4.94588027e-03, 4.27863514e-03,\n",
       "           1.70019513e-03],\n",
       "          ...,\n",
       "          [1.86294550e-04, 5.91241442e-05, 8.73846875e-05,\n",
       "           1.69823579e-05],\n",
       "          [2.95265199e-04, 2.29394893e-04, 1.48785984e-04,\n",
       "           4.82487303e-05],\n",
       "          [5.65064792e-03, 4.05827584e-03, 2.26296461e-03,\n",
       "           2.49219104e-03]],\n",
       " \n",
       "         [[1.31736130e-01, 1.30292282e-01, 1.45892441e-01,\n",
       "           7.17679039e-02],\n",
       "          [5.90754375e-02, 2.51444373e-02, 4.70287316e-02,\n",
       "           1.29738599e-02],\n",
       "          [4.51053791e-02, 2.07900312e-02, 3.02838646e-02,\n",
       "           9.73752700e-03],\n",
       "          ...,\n",
       "          [6.30286569e-03, 8.50323122e-04, 2.62392964e-03,\n",
       "           2.83020810e-04],\n",
       "          [8.32494628e-03, 1.92088739e-03, 3.44701763e-03,\n",
       "           6.18451973e-04],\n",
       "          [6.07452877e-02, 9.25701018e-03, 1.72564220e-02,\n",
       "           9.95141268e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.49172410e-01, 1.35222197e-01, 1.48290530e-01,\n",
       "           1.36165172e-01],\n",
       "          [4.86185290e-02, 6.35583624e-02, 4.83781546e-02,\n",
       "           5.40019758e-02],\n",
       "          [4.43927497e-02, 5.44491522e-02, 4.95046414e-02,\n",
       "           4.61923294e-02],\n",
       "          ...,\n",
       "          [7.99135566e-02, 1.03349313e-01, 7.60947615e-02,\n",
       "           8.99243727e-02],\n",
       "          [1.01882048e-01, 1.12520769e-01, 9.66826603e-02,\n",
       "           1.07923046e-01],\n",
       "          [1.74488336e-01, 2.43982434e-01, 1.57117113e-01,\n",
       "           2.04313815e-01]],\n",
       " \n",
       "         [[5.60316630e-02, 4.52496782e-02, 5.92212006e-02,\n",
       "           3.01093701e-02],\n",
       "          [8.02958105e-03, 8.63821618e-03, 6.32457901e-03,\n",
       "           3.74357472e-03],\n",
       "          [7.04301940e-03, 5.87272272e-03, 7.17077497e-03,\n",
       "           3.12815909e-03],\n",
       "          ...,\n",
       "          [2.12189481e-02, 2.45689247e-02, 1.53634865e-02,\n",
       "           1.46838166e-02],\n",
       "          [2.97527146e-02, 2.38706730e-02, 2.45550815e-02,\n",
       "           1.80882420e-02],\n",
       "          [7.37217963e-02, 9.82162952e-02, 4.78711762e-02,\n",
       "           8.24617967e-02]],\n",
       " \n",
       "         [[4.25504521e-02, 4.31120880e-02, 4.43299599e-02,\n",
       "           2.49815825e-02],\n",
       "          [9.38468799e-03, 5.87984314e-03, 7.07070949e-03,\n",
       "           3.25987278e-03],\n",
       "          [6.85881078e-03, 6.31288486e-03, 4.47098585e-03,\n",
       "           2.81641120e-03],\n",
       "          ...,\n",
       "          [2.66018882e-02, 1.79204904e-02, 1.59521308e-02,\n",
       "           1.41617674e-02],\n",
       "          [2.94097494e-02, 2.67583299e-02, 1.82898864e-02,\n",
       "           1.97879132e-02],\n",
       "          [8.30876529e-02, 8.11641365e-02, 5.09775877e-02,\n",
       "           7.45438412e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.98127383e-02, 2.44227722e-02, 3.29110213e-02,\n",
       "           1.23370299e-02],\n",
       "          [3.08870338e-03, 2.12197821e-03, 2.09372258e-03,\n",
       "           7.24327925e-04],\n",
       "          [2.27627810e-03, 1.47498446e-03, 1.88015401e-03,\n",
       "           4.93207772e-04],\n",
       "          ...,\n",
       "          [9.19602244e-05, 6.36328332e-05, 4.14464703e-05,\n",
       "           1.09671601e-05],\n",
       "          [2.43217815e-04, 1.37987648e-04, 1.98948997e-04,\n",
       "           3.75051313e-05],\n",
       "          [3.87375639e-03, 4.67836950e-03, 1.45172176e-03,\n",
       "           1.95167924e-03]],\n",
       " \n",
       "         [[5.01053371e-02, 5.29635809e-02, 5.48955947e-02,\n",
       "           2.81659607e-02],\n",
       "          [1.20741110e-02, 6.57522213e-03, 9.60481167e-03,\n",
       "           3.11501673e-03],\n",
       "          [6.79898355e-03, 5.93072874e-03, 5.26836887e-03,\n",
       "           2.11827084e-03],\n",
       "          ...,\n",
       "          [6.72233931e-04, 2.67175492e-04, 3.72726499e-04,\n",
       "           9.10448507e-05],\n",
       "          [9.53542942e-04, 7.81614799e-04, 5.92408061e-04,\n",
       "           2.05606761e-04],\n",
       "          [1.14495894e-02, 8.67071841e-03, 5.61097311e-03,\n",
       "           5.51377470e-03]],\n",
       " \n",
       "         [[1.40649706e-01, 1.39887422e-01, 1.55004680e-01,\n",
       "           7.94312656e-02],\n",
       "          [6.58349022e-02, 2.91452203e-02, 5.21966554e-02,\n",
       "           1.54515821e-02],\n",
       "          [4.98944744e-02, 2.37166546e-02, 3.39464732e-02,\n",
       "           1.14699584e-02],\n",
       "          ...,\n",
       "          [1.33505305e-02, 2.48014019e-03, 6.38236525e-03,\n",
       "           9.65295534e-04],\n",
       "          [1.64993647e-02, 4.88441484e-03, 8.25096015e-03,\n",
       "           1.82554743e-03],\n",
       "          [8.49107131e-02, 1.79311745e-02, 3.05242687e-02,\n",
       "           1.87885817e-02]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(11, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.51198268e-01, 1.37193859e-01, 1.50346383e-01,\n",
       "           1.38122827e-01],\n",
       "          [4.98720594e-02, 6.50319606e-02, 4.96575721e-02,\n",
       "           5.52993640e-02],\n",
       "          [4.55377437e-02, 5.57691790e-02, 5.07592186e-02,\n",
       "           4.73170280e-02],\n",
       "          ...,\n",
       "          [8.15978274e-02, 1.05311096e-01, 7.78355300e-02,\n",
       "           9.16156992e-02],\n",
       "          [1.03676982e-01, 1.14411496e-01, 9.85882729e-02,\n",
       "           1.09597929e-01],\n",
       "          [1.76433831e-01, 2.45784521e-01, 1.59287810e-01,\n",
       "           2.05989748e-01]],\n",
       " \n",
       "         [[5.73773570e-02, 4.64360230e-02, 6.06555007e-02,\n",
       "           3.10403351e-02],\n",
       "          [8.37260392e-03, 9.00108740e-03, 6.61854260e-03,\n",
       "           3.93067254e-03],\n",
       "          [7.34462077e-03, 6.13522809e-03, 7.48321693e-03,\n",
       "           3.27923917e-03],\n",
       "          ...,\n",
       "          [2.19753738e-02, 2.54281908e-02, 1.59913190e-02,\n",
       "           1.52420793e-02],\n",
       "          [3.06879226e-02, 2.46916395e-02, 2.54300181e-02,\n",
       "           1.87116880e-02],\n",
       "          [7.52132013e-02, 9.99247059e-02, 4.92068902e-02,\n",
       "           8.38333517e-02]],\n",
       " \n",
       "         [[4.37034331e-02, 4.42670360e-02, 4.55465503e-02,\n",
       "           2.57904120e-02],\n",
       "          [9.75413900e-03, 6.14626938e-03, 7.38490745e-03,\n",
       "           3.41898995e-03],\n",
       "          [7.13206781e-03, 6.57893671e-03, 4.68824711e-03,\n",
       "           2.94668041e-03],\n",
       "          ...,\n",
       "          [2.74520367e-02, 1.85940675e-02, 1.65940020e-02,\n",
       "           1.46894753e-02],\n",
       "          [3.02974377e-02, 2.76212171e-02, 1.90064348e-02,\n",
       "           2.04244275e-02],\n",
       "          [8.46066475e-02, 8.27186257e-02, 5.23557700e-02,\n",
       "           7.58788288e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.07250600e-02, 2.51978002e-02, 3.39045525e-02,\n",
       "           1.28252143e-02],\n",
       "          [3.24859447e-03, 2.23954208e-03, 2.21227179e-03,\n",
       "           7.72361585e-04],\n",
       "          [2.39757914e-03, 1.55883981e-03, 1.98618672e-03,\n",
       "           5.26260003e-04],\n",
       "          ...,\n",
       "          [1.01433579e-04, 7.04441773e-05, 4.61421369e-05,\n",
       "           1.23720019e-05],\n",
       "          [2.65093811e-04, 1.51092492e-04, 2.17497189e-04,\n",
       "           4.15951145e-05],\n",
       "          [4.08793846e-03, 4.92879283e-03, 1.55242777e-03,\n",
       "           2.07269029e-03]],\n",
       " \n",
       "         [[5.13132811e-02, 5.41624203e-02, 5.61758727e-02,\n",
       "           2.90034506e-02],\n",
       "          [1.25103118e-02, 6.85754558e-03, 9.98057425e-03,\n",
       "           3.27100675e-03],\n",
       "          [7.07795331e-03, 6.18405454e-03, 5.50747709e-03,\n",
       "           2.22819112e-03],\n",
       "          ...,\n",
       "          [7.23023317e-04, 2.90699274e-04, 4.04529535e-04,\n",
       "           1.00138306e-04],\n",
       "          [1.02146505e-03, 8.39626940e-04, 6.40346727e-04,\n",
       "           2.23620824e-04],\n",
       "          [1.19364308e-02, 9.07927006e-03, 5.91527298e-03,\n",
       "           5.78624615e-03]],\n",
       " \n",
       "         [[1.42375901e-01, 1.41556635e-01, 1.56763881e-01,\n",
       "           8.08655024e-02],\n",
       "          [6.71001673e-02, 2.99495663e-02, 5.33169918e-02,\n",
       "           1.59666594e-02],\n",
       "          [5.09742461e-02, 2.43966468e-02, 3.48331220e-02,\n",
       "           1.18759321e-02],\n",
       "          ...,\n",
       "          [1.39167765e-02, 2.63450877e-03, 6.70860242e-03,\n",
       "           1.03475817e-03],\n",
       "          [1.71347558e-02, 5.14736399e-03, 8.65498465e-03,\n",
       "           1.94070477e-03],\n",
       "          [8.65080506e-02, 1.86204184e-02, 3.15200202e-02,\n",
       "           1.94661915e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.49318784e-01, 1.35587886e-01, 1.48502156e-01,\n",
       "           1.36384755e-01],\n",
       "          [4.88636792e-02, 6.39249235e-02, 4.85478714e-02,\n",
       "           5.43892495e-02],\n",
       "          [4.46876176e-02, 5.47474697e-02, 4.97650765e-02,\n",
       "           4.66698818e-02],\n",
       "          ...,\n",
       "          [1.23219468e-01, 1.46664381e-01, 1.11177862e-01,\n",
       "           1.42861709e-01],\n",
       "          [1.48768827e-01, 1.56899557e-01, 1.32505998e-01,\n",
       "           1.64998069e-01],\n",
       "          [2.16228500e-01, 2.80160040e-01, 1.91006333e-01,\n",
       "           2.57908642e-01]],\n",
       " \n",
       "         [[5.65081872e-02, 4.55563776e-02, 5.96234947e-02,\n",
       "           3.03831231e-02],\n",
       "          [8.17018189e-03, 8.79881252e-03, 6.43130392e-03,\n",
       "           3.82794836e-03],\n",
       "          [7.23896502e-03, 5.99856162e-03, 7.30382884e-03,\n",
       "           3.22360219e-03],\n",
       "          ...,\n",
       "          [5.04745655e-02, 5.36658131e-02, 3.41935456e-02,\n",
       "           4.37575877e-02],\n",
       "          [6.26862124e-02, 4.98814546e-02, 4.59823310e-02,\n",
       "           4.97127250e-02],\n",
       "          [1.17088415e-01, 1.42434344e-01, 7.45720640e-02,\n",
       "           1.45095780e-01]],\n",
       " \n",
       "         [[4.30350229e-02, 4.36092913e-02, 4.46820632e-02,\n",
       "           2.53549311e-02],\n",
       "          [9.64610931e-03, 6.03707181e-03, 7.20579596e-03,\n",
       "           3.37095372e-03],\n",
       "          [7.10000051e-03, 6.51124073e-03, 4.56701731e-03,\n",
       "           2.95566674e-03],\n",
       "          ...,\n",
       "          [6.43502623e-02, 4.43148836e-02, 3.51122804e-02,\n",
       "           5.08738905e-02],\n",
       "          [6.78521246e-02, 5.81594817e-02, 3.72857340e-02,\n",
       "           6.23630323e-02],\n",
       "          [1.35526016e-01, 1.30439565e-01, 7.90132955e-02,\n",
       "           1.41094849e-01]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.79077068e-02, 2.28099413e-02, 3.08631137e-02,\n",
       "           1.13204913e-02],\n",
       "          [2.77684280e-03, 1.88821089e-03, 1.86761841e-03,\n",
       "           6.30005321e-04],\n",
       "          [2.04219506e-03, 1.32101879e-03, 1.66408869e-03,\n",
       "           4.34116577e-04],\n",
       "          ...,\n",
       "          [1.03457940e-04, 7.21339602e-05, 4.70544255e-05,\n",
       "           1.26243212e-05],\n",
       "          [2.62076122e-04, 1.52250926e-04, 2.16607077e-04,\n",
       "           4.20115866e-05],\n",
       "          [4.07971675e-03, 4.96090064e-03, 1.54073397e-03,\n",
       "           2.07965192e-03]],\n",
       " \n",
       "         [[4.76656333e-02, 5.05453385e-02, 5.22364043e-02,\n",
       "           2.65223682e-02],\n",
       "          [1.12226661e-02, 6.04509795e-03, 8.84072296e-03,\n",
       "           2.81422702e-03],\n",
       "          [6.26165327e-03, 5.45128295e-03, 4.79103066e-03,\n",
       "           1.91949017e-03],\n",
       "          ...,\n",
       "          [7.20547396e-04, 2.91092205e-04, 4.01144236e-04,\n",
       "           9.95782684e-05],\n",
       "          [1.01664686e-03, 8.32108257e-04, 6.40112907e-04,\n",
       "           2.22380782e-04],\n",
       "          [1.18801333e-02, 9.00966208e-03, 5.88034140e-03,\n",
       "           5.74253965e-03]],\n",
       " \n",
       "         [[1.36974692e-01, 1.36661440e-01, 1.51091084e-01,\n",
       "           7.65804648e-02],\n",
       "          [6.35701641e-02, 2.76260767e-02, 5.00388220e-02,\n",
       "           1.45258913e-02],\n",
       "          [4.80907410e-02, 2.24760771e-02, 3.21776643e-02,\n",
       "           1.07566370e-02],\n",
       "          ...,\n",
       "          [1.39280753e-02, 2.62404047e-03, 6.70121936e-03,\n",
       "           1.03413174e-03],\n",
       "          [1.71977170e-02, 5.15043363e-03, 8.70754104e-03,\n",
       "           1.94931007e-03],\n",
       "          [8.66817087e-02, 1.86234154e-02, 3.15620303e-02,\n",
       "           1.96097959e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.63765714e-01, 1.50059760e-01, 1.63204297e-01,\n",
       "           1.50590882e-01],\n",
       "          [5.86101115e-02, 7.53916427e-02, 5.82227185e-02,\n",
       "           6.48985654e-02],\n",
       "          [5.40897287e-02, 6.52401969e-02, 5.96667044e-02,\n",
       "           5.64778186e-02],\n",
       "          ...,\n",
       "          [2.36952081e-01, 2.52981067e-01, 2.04357818e-01,\n",
       "           2.86419302e-01],\n",
       "          [2.58643836e-01, 2.57981896e-01, 2.16538951e-01,\n",
       "           3.00604761e-01],\n",
       "          [3.04100424e-01, 3.45698714e-01, 2.60610580e-01,\n",
       "           3.58627230e-01]],\n",
       " \n",
       "         [[6.72037005e-02, 5.48799746e-02, 7.06399828e-02,\n",
       "           3.78384925e-02],\n",
       "          [1.12266131e-02, 1.20637622e-02, 9.01485141e-03,\n",
       "           5.57361916e-03],\n",
       "          [1.01595009e-02, 8.46143905e-03, 1.01316655e-02,\n",
       "           4.77251271e-03],\n",
       "          ...,\n",
       "          [1.81775808e-01, 1.76987395e-01, 1.18578508e-01,\n",
       "           2.19384521e-01],\n",
       "          [1.90161288e-01, 1.53280035e-01, 1.22734725e-01,\n",
       "           2.13665724e-01],\n",
       "          [2.30414689e-01, 2.44596958e-01, 1.49371564e-01,\n",
       "           3.07483226e-01]],\n",
       " \n",
       "         [[5.22634760e-02, 5.28130159e-02, 5.40572368e-02,\n",
       "           3.21102925e-02],\n",
       "          [1.31326867e-02, 8.52250401e-03, 9.96424817e-03,\n",
       "           4.97100642e-03],\n",
       "          [9.95790213e-03, 9.17745195e-03, 6.54862402e-03,\n",
       "           4.45893919e-03],\n",
       "          ...,\n",
       "          [2.30305031e-01, 1.71650171e-01, 1.19872160e-01,\n",
       "           2.86771864e-01],\n",
       "          [2.19834745e-01, 1.82488665e-01, 1.13289803e-01,\n",
       "           2.88063616e-01],\n",
       "          [2.70889133e-01, 2.54616082e-01, 1.59751251e-01,\n",
       "           3.26759398e-01]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[3.03799473e-02, 2.49636173e-02, 3.36657651e-02,\n",
       "           1.25937713e-02],\n",
       "          [3.24476324e-03, 2.21558660e-03, 2.21526367e-03,\n",
       "           7.61812611e-04],\n",
       "          [2.43614614e-03, 1.59078569e-03, 1.96513836e-03,\n",
       "           5.43216243e-04],\n",
       "          ...,\n",
       "          [2.28892284e-04, 1.65507896e-04, 1.12127251e-04,\n",
       "           3.35051882e-05],\n",
       "          [5.12423634e-04, 3.15440906e-04, 4.32805391e-04,\n",
       "           9.70011242e-05],\n",
       "          [6.29204651e-03, 7.59681687e-03, 2.59321835e-03,\n",
       "           3.40690743e-03]],\n",
       " \n",
       "         [[5.14889434e-02, 5.43708466e-02, 5.61457388e-02,\n",
       "           2.91803591e-02],\n",
       "          [1.26857720e-02, 7.01940339e-03, 1.00473855e-02,\n",
       "           3.32747214e-03],\n",
       "          [7.29972078e-03, 6.37674192e-03, 5.58727048e-03,\n",
       "           2.33441521e-03],\n",
       "          ...,\n",
       "          [1.28860073e-03, 5.71921293e-04, 7.58324401e-04,\n",
       "           2.11446837e-04],\n",
       "          [1.75724458e-03, 1.45656627e-03, 1.17949280e-03,\n",
       "           4.34052025e-04],\n",
       "          [1.65361799e-02, 1.28932707e-02, 8.83780979e-03,\n",
       "           8.42959806e-03]],\n",
       " \n",
       "         [[1.42671913e-01, 1.42480433e-01, 1.56481490e-01,\n",
       "           8.14648271e-02],\n",
       "          [6.85283840e-02, 3.05916425e-02, 5.42275608e-02,\n",
       "           1.65099651e-02],\n",
       "          [5.28740436e-02, 2.52515990e-02, 3.54247205e-02,\n",
       "           1.24352258e-02],\n",
       "          ...,\n",
       "          [1.94564778e-02, 4.22862777e-03, 9.98954289e-03,\n",
       "           1.80958735e-03],\n",
       "          [2.34470498e-02, 7.83430506e-03, 1.28068831e-02,\n",
       "           3.20354989e-03],\n",
       "          [1.01065904e-01, 2.51798071e-02, 4.08360399e-02,\n",
       "           2.63943151e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.20282151e-01, 1.06712803e-01, 1.18653327e-01,\n",
       "           1.08683825e-01],\n",
       "          [3.24625857e-02, 4.38252762e-02, 3.18167470e-02,\n",
       "           3.70711982e-02],\n",
       "          [2.99752168e-02, 3.73327918e-02, 3.35269868e-02,\n",
       "           3.18795741e-02],\n",
       "          ...,\n",
       "          [1.44062424e-02, 2.35646870e-02, 1.37314089e-02,\n",
       "           1.70132611e-02],\n",
       "          [2.25665774e-02, 2.84010582e-02, 2.28911042e-02,\n",
       "           2.37265378e-02],\n",
       "          [6.97974712e-02, 1.33486331e-01, 6.00093566e-02,\n",
       "           8.79678726e-02]],\n",
       " \n",
       "         [[3.81550007e-02, 2.99324505e-02, 4.00662459e-02,\n",
       "           1.84232537e-02],\n",
       "          [4.16487828e-03, 4.48005600e-03, 3.05128773e-03,\n",
       "           1.71782123e-03],\n",
       "          [3.60809779e-03, 2.94692721e-03, 3.62917152e-03,\n",
       "           1.51308870e-03],\n",
       "          ...,\n",
       "          [8.74752121e-04, 1.21063285e-03, 5.89267001e-04,\n",
       "           3.56391683e-04],\n",
       "          [1.81892246e-03, 1.40708021e-03, 1.61719392e-03,\n",
       "           5.82273409e-04],\n",
       "          [1.16197290e-02, 2.20287293e-02, 6.33018743e-03,\n",
       "           1.19278813e-02]],\n",
       " \n",
       "         [[2.75255144e-02, 2.78508253e-02, 2.84271073e-02,\n",
       "           1.48827154e-02],\n",
       "          [5.04559837e-03, 2.87658325e-03, 3.52633581e-03,\n",
       "           1.53592241e-03],\n",
       "          [3.73919145e-03, 3.26391961e-03, 2.10964889e-03,\n",
       "           1.38999673e-03],\n",
       "          ...,\n",
       "          [1.06556166e-03, 5.98813931e-04, 5.82876150e-04,\n",
       "           2.23629104e-04],\n",
       "          [1.40944135e-03, 1.36073295e-03, 8.68673029e-04,\n",
       "           4.32900066e-04],\n",
       "          [1.29929958e-02, 1.29814539e-02, 6.83247717e-03,\n",
       "           7.73683889e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.43549813e-02, 1.99325513e-02, 2.65913382e-02,\n",
       "           9.51630063e-03],\n",
       "          [2.24001775e-03, 1.51174306e-03, 1.44129538e-03,\n",
       "           4.82540810e-04],\n",
       "          [1.69303862e-03, 1.05210813e-03, 1.37042184e-03,\n",
       "           3.29007860e-04],\n",
       "          ...,\n",
       "          [1.16833780e-05, 7.52483675e-06, 4.32364322e-06,\n",
       "           8.77864409e-07],\n",
       "          [4.69538827e-05, 2.23513925e-05, 3.39487888e-05,\n",
       "           4.77208232e-06],\n",
       "          [1.35982689e-03, 1.65606930e-03, 3.89608613e-04,\n",
       "           6.29632093e-04]],\n",
       " \n",
       "         [[4.24634069e-02, 4.53256853e-02, 4.65328246e-02,\n",
       "           2.29318533e-02],\n",
       "          [9.61302128e-03, 5.04935300e-03, 7.47004850e-03,\n",
       "           2.28953967e-03],\n",
       "          [5.50136343e-03, 4.71347990e-03, 4.05503716e-03,\n",
       "           1.60560850e-03],\n",
       "          ...,\n",
       "          [1.56112583e-04, 4.81828247e-05, 7.14783091e-05,\n",
       "           1.35022592e-05],\n",
       "          [2.51376565e-04, 1.93511689e-04, 1.22790458e-04,\n",
       "           3.95232346e-05],\n",
       "          [5.11592766e-03, 3.64816654e-03, 1.99233531e-03,\n",
       "           2.23279139e-03]],\n",
       " \n",
       "         [[1.29688099e-01, 1.28204077e-01, 1.43805653e-01,\n",
       "           7.01259151e-02],\n",
       "          [5.76347597e-02, 2.42822897e-02, 4.58371490e-02,\n",
       "           1.24541502e-02],\n",
       "          [4.40190062e-02, 2.01072544e-02, 2.93873791e-02,\n",
       "           9.34584625e-03],\n",
       "          ...,\n",
       "          [5.68718649e-03, 7.33794761e-04, 2.32292805e-03,\n",
       "           2.39344357e-04],\n",
       "          [7.58057833e-03, 1.68928993e-03, 3.05890827e-03,\n",
       "           5.33559942e-04],\n",
       "          [5.79868779e-02, 8.44309665e-03, 1.59452837e-02,\n",
       "           9.11992323e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.16321348e-01, 1.02907829e-01, 1.14634380e-01,\n",
       "           1.04954340e-01],\n",
       "          [3.05265356e-02, 4.14098613e-02, 2.98417751e-02,\n",
       "           3.50089036e-02],\n",
       "          [2.82370932e-02, 3.52509245e-02, 3.15842330e-02,\n",
       "           3.01404856e-02],\n",
       "          ...,\n",
       "          [1.21236071e-02, 2.02344339e-02, 1.14908852e-02,\n",
       "           1.45169245e-02],\n",
       "          [1.95022989e-02, 2.47367490e-02, 1.96487922e-02,\n",
       "           2.06855461e-02],\n",
       "          [6.36390671e-02, 1.25350460e-01, 5.39001860e-02,\n",
       "           8.13863948e-02]],\n",
       " \n",
       "         [[3.59748676e-02, 2.80979946e-02, 3.77402455e-02,\n",
       "           1.70980953e-02],\n",
       "          [3.77600803e-03, 4.06240579e-03, 2.73458590e-03,\n",
       "           1.52923213e-03],\n",
       "          [3.26706935e-03, 2.65763048e-03, 3.27500934e-03,\n",
       "           1.35915831e-03],\n",
       "          ...,\n",
       "          [6.55435724e-04, 9.15652374e-04, 4.30650485e-04,\n",
       "           2.57555279e-04],\n",
       "          [1.41053682e-03, 1.08004338e-03, 1.24247151e-03,\n",
       "           4.34778543e-04],\n",
       "          [9.81559698e-03, 1.90966539e-02, 5.14595909e-03,\n",
       "           1.01849502e-02]],\n",
       " \n",
       "         [[2.57545859e-02, 2.60682777e-02, 2.65520979e-02,\n",
       "           1.37565285e-02],\n",
       "          [4.59628738e-03, 2.58271769e-03, 3.17539042e-03,\n",
       "           1.37269718e-03],\n",
       "          [3.41767259e-03, 2.96163559e-03, 1.88520225e-03,\n",
       "           1.25343527e-03],\n",
       "          ...,\n",
       "          [8.07519828e-04, 4.41103708e-04, 4.23856283e-04,\n",
       "           1.58990792e-04],\n",
       "          [1.08904950e-03, 1.04448735e-03, 6.45043328e-04,\n",
       "           3.20303865e-04],\n",
       "          [1.10462001e-02, 1.10318931e-02, 5.56798140e-03,\n",
       "           6.47839252e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.33008675e-02, 1.90654639e-02, 2.54073888e-02,\n",
       "           8.99103377e-03],\n",
       "          [2.08593626e-03, 1.40198739e-03, 1.32937694e-03,\n",
       "           4.40938806e-04],\n",
       "          [1.57990935e-03, 9.76198236e-04, 1.27281097e-03,\n",
       "           3.00884858e-04],\n",
       "          ...,\n",
       "          [8.81025790e-06, 5.61523893e-06, 3.16398086e-06,\n",
       "           6.20181311e-07],\n",
       "          [3.72419818e-05, 1.73495828e-05, 2.65075068e-05,\n",
       "           3.58857119e-06],\n",
       "          [1.17372617e-03, 1.42944069e-03, 3.22619104e-04,\n",
       "           5.37624641e-04]],\n",
       " \n",
       "         [[4.10050601e-02, 4.38284203e-02, 4.49262224e-02,\n",
       "           2.19617747e-02],\n",
       "          [9.14478023e-03, 4.76811919e-03, 7.06603285e-03,\n",
       "           2.13985471e-03],\n",
       "          [5.23459166e-03, 4.46878001e-03, 3.81804490e-03,\n",
       "           1.50734221e-03],\n",
       "          ...,\n",
       "          [1.27135499e-04, 3.80042002e-05, 5.65841692e-05,\n",
       "           1.03467655e-05],\n",
       "          [2.08548168e-04, 1.58818759e-04, 9.82212077e-05,\n",
       "           3.13909077e-05],\n",
       "          [4.56049619e-03, 3.22294189e-03, 1.71774183e-03,\n",
       "           1.96633022e-03]],\n",
       " \n",
       "         [[1.27434790e-01, 1.25882015e-01, 1.41450152e-01,\n",
       "           6.83302134e-02],\n",
       "          [5.60557246e-02, 2.33460274e-02, 4.45495620e-02,\n",
       "           1.18955038e-02],\n",
       "          [4.28461730e-02, 1.93763841e-02, 2.84204986e-02,\n",
       "           8.92460067e-03],\n",
       "          ...,\n",
       "          [5.04560163e-03, 6.18213846e-04, 2.01621326e-03,\n",
       "           1.96983048e-04],\n",
       "          [6.80469535e-03, 1.45466090e-03, 2.66163005e-03,\n",
       "           4.49536776e-04],\n",
       "          [5.49368151e-02, 7.58816535e-03, 1.45479571e-02,\n",
       "           8.24536849e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.19752735e-01, 1.06172234e-01, 1.18097618e-01,\n",
       "           1.08195774e-01],\n",
       "          [3.22006196e-02, 4.34841476e-02, 3.15431021e-02,\n",
       "           3.67931724e-02],\n",
       "          [2.97590680e-02, 3.70677896e-02, 3.32790241e-02,\n",
       "           3.16692442e-02],\n",
       "          ...,\n",
       "          [1.33842705e-02, 2.20845733e-02, 1.27290469e-02,\n",
       "           1.58988927e-02],\n",
       "          [2.12194491e-02, 2.67960820e-02, 2.14634538e-02,\n",
       "           2.23892238e-02],\n",
       "          [6.71380982e-02, 1.30013347e-01, 5.73673509e-02,\n",
       "           8.51282105e-02]],\n",
       " \n",
       "         [[3.78437638e-02, 2.96768509e-02, 3.97300124e-02,\n",
       "           1.82331204e-02],\n",
       "          [4.11301060e-03, 4.42198385e-03, 3.00635630e-03,\n",
       "           1.69124966e-03],\n",
       "          [3.56220896e-03, 2.90965103e-03, 3.58124613e-03,\n",
       "           1.49433839e-03],\n",
       "          ...,\n",
       "          [7.73368287e-04, 1.07498956e-03, 5.15719876e-04,\n",
       "           3.10353586e-04],\n",
       "          [1.63387472e-03, 1.25843030e-03, 1.44674943e-03,\n",
       "           5.14662592e-04],\n",
       "          [1.08244875e-02, 2.07467042e-02, 5.80172101e-03,\n",
       "           1.11614326e-02]],\n",
       " \n",
       "         [[2.72671580e-02, 2.75839511e-02, 2.81500127e-02,\n",
       "           1.47177838e-02],\n",
       "          [4.98364167e-03, 2.83446955e-03, 3.47687886e-03,\n",
       "           1.51374296e-03],\n",
       "          [3.70071386e-03, 3.22417566e-03, 2.08000862e-03,\n",
       "           1.37344585e-03],\n",
       "          ...,\n",
       "          [9.46913031e-04, 5.25773445e-04, 5.08864236e-04,\n",
       "           1.93383457e-04],\n",
       "          [1.26418017e-03, 1.21707551e-03, 7.65980396e-04,\n",
       "           3.81198013e-04],\n",
       "          [1.21361613e-02, 1.21262353e-02, 6.26912480e-03,\n",
       "           7.17958156e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.45316364e-02, 2.00959984e-02, 2.67525297e-02,\n",
       "           9.60437488e-03],\n",
       "          [2.27131578e-03, 1.53431646e-03, 1.46020018e-03,\n",
       "           4.90887556e-04],\n",
       "          [1.72125269e-03, 1.06954388e-03, 1.39345101e-03,\n",
       "           3.35137302e-04],\n",
       "          ...,\n",
       "          [1.10233723e-05, 7.08628340e-06, 4.05079754e-06,\n",
       "           8.17076511e-07],\n",
       "          [4.49991385e-05, 2.12719078e-05, 3.23519962e-05,\n",
       "           4.51643928e-06],\n",
       "          [1.32301997e-03, 1.60875660e-03, 3.75571923e-04,\n",
       "           6.12282136e-04]],\n",
       " \n",
       "         [[4.27043587e-02, 4.55653034e-02, 4.67636436e-02,\n",
       "           2.30871253e-02],\n",
       "          [9.71081015e-03, 5.11154905e-03, 7.54282391e-03,\n",
       "           2.32138275e-03],\n",
       "          [5.58203552e-03, 4.78271395e-03, 4.11040569e-03,\n",
       "           1.63489941e-03],\n",
       "          ...,\n",
       "          [1.49905434e-04, 4.59794028e-05, 6.81883248e-05,\n",
       "           1.28115898e-05],\n",
       "          [2.42667433e-04, 1.86433972e-04, 1.17300267e-04,\n",
       "           3.78125806e-05],\n",
       "          [5.00407768e-03, 3.56681529e-03, 1.93408877e-03,\n",
       "           2.18248949e-03]],\n",
       " \n",
       "         [[1.30094871e-01, 1.28545791e-01, 1.44227728e-01,\n",
       "           7.04446882e-02],\n",
       "          [5.79184368e-02, 2.44570505e-02, 4.61384915e-02,\n",
       "           1.25695542e-02],\n",
       "          [4.43573184e-02, 2.02990565e-02, 2.96459980e-02,\n",
       "           9.45192017e-03],\n",
       "          ...,\n",
       "          [5.54843945e-03, 7.08879787e-04, 2.25713942e-03,\n",
       "           2.30236168e-04],\n",
       "          [7.41575984e-03, 1.63900026e-03, 2.97052623e-03,\n",
       "           5.15379943e-04],\n",
       "          [5.73419183e-02, 8.26253276e-03, 1.56498924e-02,\n",
       "           8.93199351e-03]]]], dtype=float32)>,\n",
       " <tf.Tensor: shape=(10, 72, 72, 4), dtype=float32, numpy=\n",
       " array([[[[1.18041262e-01, 1.04523823e-01, 1.16358832e-01,\n",
       "           1.06585361e-01],\n",
       "          [3.13595794e-02, 4.24350724e-02, 3.06842662e-02,\n",
       "           3.58975083e-02],\n",
       "          [2.90059336e-02, 3.61648239e-02, 3.24377008e-02,\n",
       "           3.09158470e-02],\n",
       "          ...,\n",
       "          [1.23531586e-02, 2.05738712e-02, 1.17159439e-02,\n",
       "           1.47695746e-02],\n",
       "          [1.98270194e-02, 2.51284633e-02, 1.99901108e-02,\n",
       "           2.10074838e-02],\n",
       "          [6.43159151e-02, 1.26265973e-01, 5.45673482e-02,\n",
       "           8.21093619e-02]],\n",
       " \n",
       "         [[3.68962102e-02, 2.88795456e-02, 3.87185775e-02,\n",
       "           1.76559482e-02],\n",
       "          [3.94322537e-03, 4.23951214e-03, 2.86773848e-03,\n",
       "           1.60866103e-03],\n",
       "          [3.41319549e-03, 2.78337463e-03, 3.42643540e-03,\n",
       "           1.42713357e-03],\n",
       "          ...,\n",
       "          [6.76253228e-04, 9.43889318e-04, 4.45599173e-04,\n",
       "           2.66771996e-04],\n",
       "          [1.45161548e-03, 1.11276656e-03, 1.27968646e-03,\n",
       "           4.49314597e-04],\n",
       "          [1.00082643e-02, 1.94132961e-02, 5.26920194e-03,\n",
       "           1.03718238e-02]],\n",
       " \n",
       "         [[2.64962669e-02, 2.68074013e-02, 2.73334328e-02,\n",
       "           1.42267132e-02],\n",
       "          [4.78766393e-03, 2.70590978e-03, 3.32342135e-03,\n",
       "           1.44230318e-03],\n",
       "          [3.56089277e-03, 3.09228990e-03, 1.98196038e-03,\n",
       "           1.31391292e-03],\n",
       "          ...,\n",
       "          [8.32203368e-04, 4.56020469e-04, 4.38624877e-04,\n",
       "           1.64981480e-04],\n",
       "          [1.12127583e-03, 1.07608328e-03, 6.66904554e-04,\n",
       "           3.31393676e-04],\n",
       "          [1.12539288e-02, 1.12412916e-02, 5.69933839e-03,\n",
       "           6.61203731e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.41095405e-02, 1.97505597e-02, 2.62740739e-02,\n",
       "           9.39265918e-03],\n",
       "          [2.20927526e-03, 1.49025850e-03, 1.41455850e-03,\n",
       "           4.74015746e-04],\n",
       "          [1.67641847e-03, 1.03926414e-03, 1.35450519e-03,\n",
       "           3.23804299e-04],\n",
       "          ...,\n",
       "          [9.73805709e-06, 6.23162123e-06, 3.53138785e-06,\n",
       "           7.01430565e-07],\n",
       "          [4.06759355e-05, 1.90399915e-05, 2.90323424e-05,\n",
       "           3.98712382e-06],\n",
       "          [1.24071573e-03, 1.50829065e-03, 3.45794804e-04,\n",
       "           5.71692712e-04]],\n",
       " \n",
       "         [[4.21269685e-02, 4.49666679e-02, 4.61204574e-02,\n",
       "           2.27006711e-02],\n",
       "          [9.52512119e-03, 4.99989605e-03, 7.38171628e-03,\n",
       "           2.26163981e-03],\n",
       "          [5.48003940e-03, 4.68756817e-03, 4.01630858e-03,\n",
       "           1.59667712e-03],\n",
       "          ...,\n",
       "          [1.37010516e-04, 4.14397873e-05, 6.15460085e-05,\n",
       "           1.14015438e-05],\n",
       "          [2.23659561e-04, 1.71000633e-04, 1.06345280e-04,\n",
       "           3.41925115e-05],\n",
       "          [4.75883484e-03, 3.37913609e-03, 1.81246724e-03,\n",
       "           2.06498499e-03]],\n",
       " \n",
       "         [[1.29219040e-01, 1.27629608e-01, 1.43298358e-01,\n",
       "           6.97440952e-02],\n",
       "          [5.73013760e-02, 2.40866579e-02, 4.56430577e-02,\n",
       "           1.23494202e-02],\n",
       "          [4.39132117e-02, 2.00187322e-02, 2.92743351e-02,\n",
       "           9.28750541e-03],\n",
       "          ...,\n",
       "          [5.26432786e-03, 6.57545985e-04, 2.12116935e-03,\n",
       "           2.11395978e-04],\n",
       "          [7.07322313e-03, 1.53487560e-03, 2.79423175e-03,\n",
       "           4.78041999e-04],\n",
       "          [5.60008548e-02, 7.88517389e-03, 1.50325149e-02,\n",
       "           8.54591839e-03]]],\n",
       " \n",
       " \n",
       "        [[[1.25756890e-01, 1.11826256e-01, 1.24121636e-01,\n",
       "           1.13922015e-01],\n",
       "          [3.52458768e-02, 4.71805297e-02, 3.46273258e-02,\n",
       "           4.00259942e-02],\n",
       "          [3.25817466e-02, 4.04137261e-02, 3.63896340e-02,\n",
       "           3.45176049e-02],\n",
       "          ...,\n",
       "          [1.37418639e-02, 2.26097107e-02, 1.30802561e-02,\n",
       "           1.62922367e-02],\n",
       "          [2.17499770e-02, 2.74350569e-02, 2.20140386e-02,\n",
       "           2.29128040e-02],\n",
       "          [6.82231188e-02, 1.31481424e-01, 5.84398881e-02,\n",
       "           8.62786472e-02]],\n",
       " \n",
       "         [[4.11707424e-02, 3.25283110e-02, 4.32657450e-02,\n",
       "           2.02961247e-02],\n",
       "          [4.76143742e-03, 5.10532875e-03, 3.52694653e-03,\n",
       "           2.00513471e-03],\n",
       "          [4.12931899e-03, 3.40112392e-03, 4.16930439e-03,\n",
       "           1.76408526e-03],\n",
       "          ...,\n",
       "          [8.08048004e-04, 1.12153275e-03, 5.40775945e-04,\n",
       "           3.25849076e-04],\n",
       "          [1.70526514e-03, 1.31586078e-03, 1.51061406e-03,\n",
       "           5.40493755e-04],\n",
       "          [1.11537958e-02, 2.12777946e-02, 6.01505768e-03,\n",
       "           1.14795072e-02]],\n",
       " \n",
       "         [[2.99695935e-02, 3.02717146e-02, 3.09979543e-02,\n",
       "           1.64621621e-02],\n",
       "          [5.71408123e-03, 3.31196748e-03, 4.05172305e-03,\n",
       "           1.78869592e-03],\n",
       "          [4.25366871e-03, 3.73082538e-03, 2.46163621e-03,\n",
       "           1.61152589e-03],\n",
       "          ...,\n",
       "          [9.87414271e-04, 5.50829514e-04, 5.33162791e-04,\n",
       "           2.03582036e-04],\n",
       "          [1.32057490e-03, 1.27214310e-03, 8.04452284e-04,\n",
       "           4.01115103e-04],\n",
       "          [1.24868136e-02, 1.24830455e-02, 6.49368204e-03,\n",
       "           7.40932766e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.77594440e-02, 2.28496902e-02, 3.01930401e-02,\n",
       "           1.12556173e-02],\n",
       "          [2.80207489e-03, 1.91810762e-03, 1.82997598e-03,\n",
       "           6.39232225e-04],\n",
       "          [2.14060722e-03, 1.34505564e-03, 1.74989901e-03,\n",
       "           4.38456540e-04],\n",
       "          ...,\n",
       "          [1.51858467e-05, 9.89129512e-06, 5.75265085e-06,\n",
       "           1.21134360e-06],\n",
       "          [5.99614250e-05, 2.87140738e-05, 4.33986097e-05,\n",
       "           6.34792605e-06],\n",
       "          [1.58406282e-03, 1.91181316e-03, 4.69763036e-04,\n",
       "           7.48872641e-04]],\n",
       " \n",
       "         [[4.71190698e-02, 4.99959290e-02, 5.14128581e-02,\n",
       "           2.60400455e-02],\n",
       "          [1.12686306e-02, 6.08470896e-03, 8.84506758e-03,\n",
       "           2.84336181e-03],\n",
       "          [6.61742128e-03, 5.70454169e-03, 4.94839763e-03,\n",
       "           2.02298560e-03],\n",
       "          ...,\n",
       "          [1.90722814e-04, 6.07678849e-05, 8.93165343e-05,\n",
       "           1.75161094e-05],\n",
       "          [3.04499787e-04, 2.36819484e-04, 1.51265660e-04,\n",
       "           4.98844129e-05],\n",
       "          [5.74257225e-03, 4.16068686e-03, 2.29880726e-03,\n",
       "           2.56074755e-03]],\n",
       " \n",
       "         [[1.36886865e-01, 1.35128781e-01, 1.51143476e-01,\n",
       "           7.59175569e-02],\n",
       "          [6.27667308e-02, 2.74036583e-02, 5.04457578e-02,\n",
       "           1.44168437e-02],\n",
       "          [4.85877953e-02, 2.28912514e-02, 3.30657251e-02,\n",
       "           1.09413583e-02],\n",
       "          ...,\n",
       "          [6.35489635e-03, 8.64131725e-04, 2.65622581e-03,\n",
       "           2.88955576e-04],\n",
       "          [8.39759782e-03, 1.94669841e-03, 3.46800126e-03,\n",
       "           6.27660716e-04],\n",
       "          [6.09715618e-02, 9.34784766e-03, 1.73792895e-02,\n",
       "           1.00182015e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.24960259e-01, 1.11156404e-01, 1.23371579e-01,\n",
       "           1.13138475e-01],\n",
       "          [3.48333977e-02, 4.67220992e-02, 3.42246704e-02,\n",
       "           3.95875275e-02],\n",
       "          [3.21506597e-02, 3.99193615e-02, 3.59317474e-02,\n",
       "           3.40682864e-02],\n",
       "          ...,\n",
       "          [1.54847689e-02, 2.51169391e-02, 1.47921620e-02,\n",
       "           1.81845836e-02],\n",
       "          [2.40152050e-02, 3.01255006e-02, 2.44218893e-02,\n",
       "           2.51575802e-02],\n",
       "          [7.26108104e-02, 1.37145996e-01, 6.28207028e-02,\n",
       "           9.09468159e-02]],\n",
       " \n",
       "         [[4.07647304e-02, 3.21608223e-02, 4.28456999e-02,\n",
       "           2.00413931e-02],\n",
       "          [4.66738455e-03, 5.01279347e-03, 3.45774973e-03,\n",
       "           1.96265196e-03],\n",
       "          [4.04770114e-03, 3.32552381e-03, 4.08481807e-03,\n",
       "           1.71948166e-03],\n",
       "          ...,\n",
       "          [9.87081788e-04, 1.36030279e-03, 6.71541085e-04,\n",
       "           4.08011343e-04],\n",
       "          [2.02722987e-03, 1.57533842e-03, 1.80831132e-03,\n",
       "           6.59537560e-04],\n",
       "          [1.24972360e-02, 2.34263316e-02, 6.91979704e-03,\n",
       "           1.27702756e-02]],\n",
       " \n",
       "         [[2.96509638e-02, 2.99746580e-02, 3.06712165e-02,\n",
       "           1.62542835e-02],\n",
       "          [5.61432680e-03, 3.24961985e-03, 3.97491781e-03,\n",
       "           1.74904696e-03],\n",
       "          [4.16210759e-03, 3.65586579e-03, 2.40452867e-03,\n",
       "           1.57211022e-03],\n",
       "          ...,\n",
       "          [1.19628536e-03, 6.80365309e-04, 6.65096333e-04,\n",
       "           2.57840904e-04],\n",
       "          [1.57380872e-03, 1.52304431e-03, 9.85651393e-04,\n",
       "           4.92462481e-04],\n",
       "          [1.39367385e-02, 1.39237177e-02, 7.45669752e-03,\n",
       "           8.35522357e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.64670495e-02, 2.17183605e-02, 2.88668219e-02,\n",
       "           1.05865654e-02],\n",
       "          [2.57544150e-03, 1.75363058e-03, 1.67709682e-03,\n",
       "           5.75417944e-04],\n",
       "          [1.95398275e-03, 1.22401456e-03, 1.59288163e-03,\n",
       "           3.93151073e-04],\n",
       "          ...,\n",
       "          [1.53260207e-05, 9.97736061e-06, 5.82544999e-06,\n",
       "           1.22556594e-06],\n",
       "          [5.94454395e-05, 2.87082676e-05, 4.33723690e-05,\n",
       "           6.33461332e-06],\n",
       "          [1.57766289e-03, 1.91279862e-03, 4.69479099e-04,\n",
       "           7.41737662e-04]],\n",
       " \n",
       "         [[4.53526117e-02, 4.82335314e-02, 4.96020466e-02,\n",
       "           2.48573553e-02],\n",
       "          [1.06052663e-02, 5.66459680e-03, 8.30859412e-03,\n",
       "           2.61860318e-03],\n",
       "          [6.14348194e-03, 5.28783398e-03, 4.58359672e-03,\n",
       "           1.84413709e-03],\n",
       "          ...,\n",
       "          [1.90978870e-04, 6.08538285e-05, 8.97146165e-05,\n",
       "           1.75442201e-05],\n",
       "          [3.03281791e-04, 2.35909421e-04, 1.52259992e-04,\n",
       "           4.97661495e-05],\n",
       "          [5.73708909e-03, 4.13949369e-03, 2.30303779e-03,\n",
       "           2.54480611e-03]],\n",
       " \n",
       "         [[1.34153634e-01, 1.32555500e-01, 1.48375243e-01,\n",
       "           7.37033188e-02],\n",
       "          [6.07865788e-02, 2.61892267e-02, 4.86083031e-02,\n",
       "           1.36347385e-02],\n",
       "          [4.66921628e-02, 2.17486564e-02, 3.15603502e-02,\n",
       "           1.02858683e-02],\n",
       "          ...,\n",
       "          [6.38046162e-03, 8.66934657e-04, 2.66496092e-03,\n",
       "           2.89610151e-04],\n",
       "          [8.42010323e-03, 1.95291173e-03, 3.49033973e-03,\n",
       "           6.30058988e-04],\n",
       "          [6.10774681e-02, 9.36754234e-03, 1.74226798e-02,\n",
       "           1.00518148e-02]]],\n",
       " \n",
       " \n",
       "        ...,\n",
       " \n",
       " \n",
       "        [[[1.32588223e-01, 1.18468210e-01, 1.31102726e-01,\n",
       "           1.20435737e-01],\n",
       "          [3.88829894e-02, 5.16386367e-02, 3.83537188e-02,\n",
       "           4.38576713e-02],\n",
       "          [3.58521342e-02, 4.43077609e-02, 4.00211066e-02,\n",
       "           3.77716720e-02],\n",
       "          ...,\n",
       "          [1.79155692e-02, 2.85703447e-02, 1.71957519e-02,\n",
       "           2.08110102e-02],\n",
       "          [2.72125602e-02, 3.39047909e-02, 2.78140418e-02,\n",
       "           2.82979682e-02],\n",
       "          [7.85710588e-02, 1.44722432e-01, 6.88330904e-02,\n",
       "           9.72026065e-02]],\n",
       " \n",
       "         [[4.52054888e-02, 3.59788239e-02, 4.75871339e-02,\n",
       "           2.28674300e-02],\n",
       "          [5.58199501e-03, 5.98244462e-03, 4.20850655e-03,\n",
       "           2.42121657e-03],\n",
       "          [4.84569743e-03, 4.01650416e-03, 4.91187256e-03,\n",
       "           2.10052589e-03],\n",
       "          ...,\n",
       "          [1.26178877e-03, 1.72205700e-03, 8.75241531e-04,\n",
       "           5.37221669e-04],\n",
       "          [2.52126670e-03, 1.97710609e-03, 2.26592342e-03,\n",
       "           8.47907097e-04],\n",
       "          [1.44693861e-02, 2.64841467e-02, 8.27074610e-03,\n",
       "           1.46407746e-02]],\n",
       " \n",
       "         [[3.33132185e-02, 3.36407945e-02, 3.45477536e-02,\n",
       "           1.86633617e-02],\n",
       "          [6.63743773e-03, 3.93159268e-03, 4.79821302e-03,\n",
       "           2.14379630e-03],\n",
       "          [4.91957134e-03, 4.36775340e-03, 2.95189978e-03,\n",
       "           1.90635945e-03],\n",
       "          ...,\n",
       "          [1.51370408e-03, 8.81452230e-04, 8.69369775e-04,\n",
       "           3.44471104e-04],\n",
       "          [1.96440984e-03, 1.91042502e-03, 1.27206428e-03,\n",
       "           6.38615980e-04],\n",
       "          [1.60452742e-02, 1.60252079e-02, 8.88668466e-03,\n",
       "           9.74508282e-03]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[2.98861228e-02, 2.46126465e-02, 3.25588025e-02,\n",
       "           1.23725440e-02],\n",
       "          [3.15660844e-03, 2.17739935e-03, 2.09375704e-03,\n",
       "           7.43989949e-04],\n",
       "          [2.40544695e-03, 1.52453978e-03, 1.98232522e-03,\n",
       "           5.09496022e-04],\n",
       "          ...,\n",
       "          [2.37746390e-05, 1.57431441e-05, 9.44143540e-06,\n",
       "           2.10285975e-06],\n",
       "          [8.67064664e-05, 4.29524007e-05, 6.43342937e-05,\n",
       "           9.99116764e-06],\n",
       "          [2.00315169e-03, 2.41137412e-03, 6.33271295e-04,\n",
       "           9.62948601e-04]],\n",
       " \n",
       "         [[4.99362946e-02, 5.28258979e-02, 5.44650629e-02,\n",
       "           2.79720519e-02],\n",
       "          [1.22367153e-02, 6.69670198e-03, 9.70708299e-03,\n",
       "           3.18465428e-03],\n",
       "          [7.20354123e-03, 6.24417746e-03, 5.47673553e-03,\n",
       "           2.25356058e-03],\n",
       "          ...,\n",
       "          [2.64088041e-04, 8.87138085e-05, 1.29438195e-04,\n",
       "           2.67778723e-05],\n",
       "          [4.09693050e-04, 3.24159715e-04, 2.15576685e-04,\n",
       "           7.21142787e-05],\n",
       "          [6.89772097e-03, 5.06323855e-03, 2.90788896e-03,\n",
       "           3.13605159e-03]],\n",
       " \n",
       "         [[1.40935436e-01, 1.39197230e-01, 1.55270636e-01,\n",
       "           7.92523399e-02],\n",
       "          [6.57058880e-02, 2.92450637e-02, 5.29247150e-02,\n",
       "           1.55593324e-02],\n",
       "          [5.08349463e-02, 2.43642274e-02, 3.49785462e-02,\n",
       "           1.18155973e-02],\n",
       "          ...,\n",
       "          [7.68438308e-03, 1.13444228e-03, 3.32808821e-03,\n",
       "           3.93891911e-04],\n",
       "          [9.98040475e-03, 2.46799947e-03, 4.32150904e-03,\n",
       "           8.24315473e-04],\n",
       "          [6.63944557e-02, 1.10742617e-02, 2.01039333e-02,\n",
       "           1.17658675e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.64553642e-01, 1.49730474e-01, 1.63691700e-01,\n",
       "           1.51232272e-01],\n",
       "          [5.83941676e-02, 7.47765005e-02, 5.84070161e-02,\n",
       "           6.40449822e-02],\n",
       "          [5.36065400e-02, 6.49567768e-02, 5.94986007e-02,\n",
       "           5.52410148e-02],\n",
       "          ...,\n",
       "          [4.07911278e-02, 5.86373657e-02, 4.00482081e-02,\n",
       "           4.49479632e-02],\n",
       "          [5.46994433e-02, 6.54351935e-02, 5.74554689e-02,\n",
       "           5.51748313e-02],\n",
       "          [1.22198492e-01, 1.93134949e-01, 1.12930261e-01,\n",
       "           1.41268492e-01]],\n",
       " \n",
       "         [[6.62837923e-02, 5.45024052e-02, 7.01385885e-02,\n",
       "           3.73677760e-02],\n",
       "          [1.08621744e-02, 1.15727643e-02, 8.74752179e-03,\n",
       "           5.30020334e-03],\n",
       "          [9.48286895e-03, 8.07611644e-03, 9.74254403e-03,\n",
       "           4.42227488e-03],\n",
       "          ...,\n",
       "          [5.27850632e-03, 6.70533441e-03, 4.03777091e-03,\n",
       "           2.66495557e-03],\n",
       "          [8.83002486e-03, 7.19745643e-03, 8.26020166e-03,\n",
       "           3.66630172e-03],\n",
       "          [3.33615653e-02, 5.26588373e-02, 2.24693101e-02,\n",
       "           3.22871394e-02]],\n",
       " \n",
       "         [[5.14309295e-02, 5.16932793e-02, 5.36532737e-02,\n",
       "           3.12773846e-02],\n",
       "          [1.23325642e-02, 8.02100822e-03, 9.66694765e-03,\n",
       "           4.59231716e-03],\n",
       "          [9.12778452e-03, 8.44585616e-03, 6.30779285e-03,\n",
       "           3.89814912e-03],\n",
       "          ...,\n",
       "          [6.09004591e-03, 3.99685046e-03, 4.11192141e-03,\n",
       "           1.91924325e-03],\n",
       "          [7.21317250e-03, 7.07916263e-03, 5.47122024e-03,\n",
       "           2.96486006e-03],\n",
       "          [3.62115614e-02, 3.59067507e-02, 2.38937028e-02,\n",
       "           2.40101479e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[4.36440147e-02, 3.63115072e-02, 4.75980677e-02,\n",
       "           2.01590601e-02],\n",
       "          [5.92285581e-03, 4.26570233e-03, 4.20825835e-03,\n",
       "           1.65583985e-03],\n",
       "          [4.54658410e-03, 3.01831542e-03, 3.88761889e-03,\n",
       "           1.14451873e-03],\n",
       "          ...,\n",
       "          [1.37398922e-04, 9.66925800e-05, 6.47219640e-05,\n",
       "           1.81458690e-05],\n",
       "          [3.78792291e-04, 2.10873972e-04, 3.05091758e-04,\n",
       "           6.08666196e-05],\n",
       "          [5.09467581e-03, 6.00226782e-03, 2.04877602e-03,\n",
       "           2.66832393e-03]],\n",
       " \n",
       "         [[6.73149824e-02, 7.00499490e-02, 7.29880854e-02,\n",
       "           4.04920503e-02],\n",
       "          [1.90050546e-02, 1.12422872e-02, 1.57251153e-02,\n",
       "           5.84629923e-03],\n",
       "          [1.16192084e-02, 1.03382673e-02, 9.43586696e-03,\n",
       "           4.14953148e-03],\n",
       "          ...,\n",
       "          [9.50273417e-04, 3.93139111e-04, 5.49908495e-04,\n",
       "           1.42636854e-04],\n",
       "          [1.34277740e-03, 1.12496153e-03, 8.52628320e-04,\n",
       "           3.10966163e-04],\n",
       "          [1.41615132e-02, 1.10936509e-02, 7.29418918e-03,\n",
       "           7.11270561e-03]],\n",
       " \n",
       "         [[1.63824037e-01, 1.61723822e-01, 1.78586990e-01,\n",
       "           9.90972966e-02],\n",
       "          [8.34807232e-02, 4.10751477e-02, 6.85461387e-02,\n",
       "           2.33521778e-02],\n",
       "          [6.57199696e-02, 3.42665687e-02, 4.76780385e-02,\n",
       "           1.80137288e-02],\n",
       "          ...,\n",
       "          [1.61002465e-02, 3.29453684e-03, 8.04678723e-03,\n",
       "           1.33796292e-03],\n",
       "          [1.95749812e-02, 6.24070177e-03, 1.01548554e-02,\n",
       "           2.40717968e-03],\n",
       "          [9.23918411e-02, 2.14748625e-02, 3.54380384e-02,\n",
       "           2.19983384e-02]]],\n",
       " \n",
       " \n",
       "        [[[1.71266183e-01, 1.56493768e-01, 1.70575157e-01,\n",
       "           1.57702759e-01],\n",
       "          [6.30484298e-02, 8.01813230e-02, 6.31867573e-02,\n",
       "           6.88095465e-02],\n",
       "          [5.77588379e-02, 6.96759745e-02, 6.40409440e-02,\n",
       "           5.92567138e-02],\n",
       "          ...,\n",
       "          [5.57980090e-02, 7.69201145e-02, 5.50248288e-02,\n",
       "           6.08708709e-02],\n",
       "          [7.20053017e-02, 8.40605646e-02, 7.50845149e-02,\n",
       "           7.25042298e-02],\n",
       "          [1.44510061e-01, 2.15208441e-01, 1.35027528e-01,\n",
       "           1.64111748e-01]],\n",
       " \n",
       "         [[7.12367296e-02, 5.89239076e-02, 7.54719451e-02,\n",
       "           4.10388261e-02],\n",
       "          [1.23229111e-02, 1.31191611e-02, 1.00452881e-02,\n",
       "           6.15195557e-03],\n",
       "          [1.07620265e-02, 9.19060688e-03, 1.10721877e-02,\n",
       "           5.07570151e-03],\n",
       "          ...,\n",
       "          [9.44485143e-03, 1.16893575e-02, 7.44886650e-03,\n",
       "           5.17591555e-03],\n",
       "          [1.47144627e-02, 1.21797556e-02, 1.38578182e-02,\n",
       "           6.77388534e-03],\n",
       "          [4.67838012e-02, 6.90843165e-02, 3.29217426e-02,\n",
       "           4.52913046e-02]],\n",
       " \n",
       "         [[5.58527596e-02, 5.61034009e-02, 5.83152324e-02,\n",
       "           3.45159434e-02],\n",
       "          [1.38468007e-02, 9.18912329e-03, 1.10274982e-02,\n",
       "           5.30009205e-03],\n",
       "          [1.02236476e-02, 9.55463108e-03, 7.26392958e-03,\n",
       "           4.44628624e-03],\n",
       "          ...,\n",
       "          [1.09604895e-02, 7.43978657e-03, 7.64333829e-03,\n",
       "           3.96131212e-03],\n",
       "          [1.26343407e-02, 1.22567425e-02, 9.68283229e-03,\n",
       "           5.81858261e-03],\n",
       "          [5.06759807e-02, 5.02756126e-02, 3.50197703e-02,\n",
       "           3.57775912e-02]],\n",
       " \n",
       "         ...,\n",
       " \n",
       "         [[4.51680012e-02, 3.75990085e-02, 4.93644401e-02,\n",
       "           2.10723206e-02],\n",
       "          [6.24627760e-03, 4.51492751e-03, 4.48166765e-03,\n",
       "           1.77612423e-03],\n",
       "          [4.77078790e-03, 3.19877244e-03, 4.09925170e-03,\n",
       "           1.22686080e-03],\n",
       "          ...,\n",
       "          [2.02913900e-04, 1.44336678e-04, 9.90485278e-05,\n",
       "           2.91887845e-05],\n",
       "          [5.19468216e-04, 2.97930645e-04, 4.27027495e-04,\n",
       "           9.04033950e-05],\n",
       "          [6.22079102e-03, 7.31432112e-03, 2.62360787e-03,\n",
       "           3.31526599e-03]],\n",
       " \n",
       "         [[6.92109093e-02, 7.18982741e-02, 7.50617832e-02,\n",
       "           4.19434831e-02],\n",
       "          [1.97474640e-02, 1.17662176e-02, 1.63978320e-02,\n",
       "           6.15871651e-03],\n",
       "          [1.20210377e-02, 1.07322987e-02, 9.84390266e-03,\n",
       "           4.34820354e-03],\n",
       "          ...,\n",
       "          [1.25547103e-03, 5.44469920e-04, 7.53786764e-04,\n",
       "           2.05484219e-04],\n",
       "          [1.73806516e-03, 1.46534352e-03, 1.15181017e-03,\n",
       "           4.27052350e-04],\n",
       "          [1.65304355e-02, 1.30853178e-02, 8.90026335e-03,\n",
       "           8.48158635e-03]],\n",
       " \n",
       "         [[1.66126549e-01, 1.64072901e-01, 1.80859596e-01,\n",
       "           1.01204760e-01],\n",
       "          [8.53286162e-02, 4.23606634e-02, 7.00351819e-02,\n",
       "           2.42208485e-02],\n",
       "          [6.70426935e-02, 3.51313464e-02, 4.88122739e-02,\n",
       "           1.86210107e-02],\n",
       "          ...,\n",
       "          [1.89468488e-02, 4.15404234e-03, 9.75791644e-03,\n",
       "           1.74734893e-03],\n",
       "          [2.26848517e-02, 7.65132112e-03, 1.22973081e-02,\n",
       "           3.06292227e-03],\n",
       "          [9.93067920e-02, 2.48298347e-02, 4.01457958e-02,\n",
       "           2.52822563e-02]]]], dtype=float32)>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_vec = []\n",
    "for train_x in train_img:\n",
    "    mean, logvar = model.encode(train_x)\n",
    "    z = model.reparameterize(mean, logvar)\n",
    "    predictions = model.sample(z)\n",
    "    train_vec.append(predictions)\n",
    "train_vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ce55ccc3-e32b-4cbe-b255-d23eed7022fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_vec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4eb2142f-c56f-4fe9-9df4-0a44f040791d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: shape=(72, 72, 4), dtype=float32, numpy=\n",
       "array([[[1.34290993e-01, 1.19972751e-01, 1.32748663e-01, 1.22101083e-01],\n",
       "        [3.98189165e-02, 5.27003855e-02, 3.92825417e-02, 4.48439531e-02],\n",
       "        [3.67874205e-02, 4.53889295e-02, 4.10266519e-02, 3.87334377e-02],\n",
       "        ...,\n",
       "        [1.54086296e-02, 2.50178091e-02, 1.47185400e-02, 1.81068499e-02],\n",
       "        [2.40126494e-02, 3.01328134e-02, 2.44005583e-02, 2.51492076e-02],\n",
       "        [7.26533011e-02, 1.37276068e-01, 6.28612414e-02, 9.09755379e-02]],\n",
       "\n",
       "       [[4.61582616e-02, 3.68328989e-02, 4.85848151e-02, 2.34828815e-02],\n",
       "        [5.80953667e-03, 6.21162774e-03, 4.38487250e-03, 2.53074872e-03],\n",
       "        [5.04404539e-03, 4.19760682e-03, 5.11769252e-03, 2.20625964e-03],\n",
       "        ...,\n",
       "        [9.78603843e-04, 1.34913297e-03, 6.65263273e-04, 4.03743907e-04],\n",
       "        [2.02611089e-03, 1.57476671e-03, 1.80395297e-03, 6.58876088e-04],\n",
       "        [1.25250313e-02, 2.34685764e-02, 6.93117222e-03, 1.27974935e-02]],\n",
       "\n",
       "       [[3.40862609e-02, 3.43804359e-02, 3.53499278e-02, 1.91792287e-02],\n",
       "        [6.88183168e-03, 4.09013405e-03, 4.99213114e-03, 2.24320986e-03],\n",
       "        [5.12842368e-03, 4.54658410e-03, 3.09251202e-03, 1.99985062e-03],\n",
       "        ...,\n",
       "        [1.18614431e-03, 6.74414739e-04, 6.57070545e-04, 2.55092804e-04],\n",
       "        [1.57354074e-03, 1.52169389e-03, 9.83372563e-04, 4.92319930e-04],\n",
       "        [1.39590409e-02, 1.39581533e-02, 7.46413041e-03, 8.37383512e-03]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[3.21427397e-02, 2.65939534e-02, 3.48869525e-02, 1.35912374e-02],\n",
       "        [3.59210139e-03, 2.49622716e-03, 2.39525782e-03, 8.73786106e-04],\n",
       "        [2.76313163e-03, 1.76069885e-03, 2.28557480e-03, 6.01875770e-04],\n",
       "        ...,\n",
       "        [2.42181468e-05, 1.60701820e-05, 9.60511898e-06, 2.15046384e-06],\n",
       "        [9.01250678e-05, 4.42079472e-05, 6.62049642e-05, 1.03447137e-05],\n",
       "        [2.04753014e-03, 2.45086057e-03, 6.47761743e-04, 9.94114089e-04]],\n",
       "\n",
       "       [[5.29450476e-02, 5.58077060e-02, 5.75495176e-02, 3.00405994e-02],\n",
       "        [1.34237399e-02, 7.46848993e-03, 1.06818173e-02, 3.61050805e-03],\n",
       "        [8.06314778e-03, 7.00043747e-03, 6.15086267e-03, 2.59025861e-03],\n",
       "        ...,\n",
       "        [2.69722339e-04, 9.09204900e-05, 1.32064684e-04, 2.75293150e-05],\n",
       "        [4.20867378e-04, 3.33275530e-04, 2.19025460e-04, 7.42273405e-05],\n",
       "        [6.99605001e-03, 5.17364126e-03, 2.94987112e-03, 3.20941303e-03]],\n",
       "\n",
       "       [[1.45337731e-01, 1.43363476e-01, 1.59687892e-01, 8.29157308e-02],\n",
       "        [6.89980984e-02, 3.13380398e-02, 5.59864193e-02, 1.69392191e-02],\n",
       "        [5.39785475e-02, 2.63245534e-02, 3.75267155e-02, 1.29730934e-02],\n",
       "        ...,\n",
       "        [7.74533907e-03, 1.15134800e-03, 3.36620002e-03, 4.01365105e-04],\n",
       "        [1.00603895e-02, 2.49850121e-03, 4.35024453e-03, 8.35641404e-04],\n",
       "        [6.66404441e-02, 1.11758979e-02, 2.02369168e-02, 1.18418178e-02]]],\n",
       "      dtype=float32)>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_vec[0][0]"
   ]
  }
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