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Variational Autoencoder in Tensorflow
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport tensorflow as tf\nfrom tensorflow import layers\nimport tensorflow.contrib as tf_contrib\nfrom tqdm import tqdm_notebook as tqdm # progress bar\nimport matplotlib.pyplot as plt\n%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "# Allocate GPU\nimport os\ngpu_to_use = 2\nos.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\" \nos.environ[\"CUDA_VISIBLE_DEVICES\"]=str(gpu_to_use)",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "weight_init = tf_contrib.layers.variance_scaling_initializer() # kaming init for encoder / decoder\nweight_regularizer = tf_contrib.layers.l2_regularizer(scale=0.0001)\n\nclass VAE(object):\n def __init__(self, params):\n self.params = params\n self.initialize_network()\n\n def initialize_network(self):\n \"\"\" Defines the network architecture\n \"\"\"\n # initialize graph and session\n self.graph = tf.Graph() \n self.config=tf.ConfigProto(allow_soft_placement=True, log_device_placement=True)\n self.sess = tf.InteractiveSession(graph=self.graph,config=self.config)\n # Global step needs to be defined to coordinate multi-GPU\n self.global_step = tf.get_variable('global_step', [], initializer=tf.constant_initializer(0), trainable=False)\n self.define_network() # define the network\n self.sess.run(tf.global_variables_initializer()) # Initialize the network\n self.saver = tf.train.Saver() # initialize network saver\n print('Network Initialized')\n \n def encoder(self, X, scope='encoder', verbose = True):\n with tf.variable_scope(\"encoder\"):\n encoder_net = [tf.reshape(X, [self.params['batch_size'], np.prod(self.params['dims'])])]\n for layer_i in np.arange(2):\n encoder_net.append(tf_contrib.layers.fully_connected(encoder_net[len(encoder_net)-1], num_outputs=200,\n activation_fn=self.params['activation_fn']))\n z_mean = tf_contrib.layers.fully_connected(encoder_net[len(encoder_net)-1], num_outputs=self.params['n_hidden'],\n activation_fn=None, scope = 'z_mean')\n z_std = tf_contrib.layers.fully_connected(encoder_net[len(encoder_net)-1], num_outputs=self.params['n_hidden'],\n activation_fn=None, scope = 'z_std')\n return z_mean, z_std\n \n def decoder(self, Z, scope='decoder', verbose = True):\n decoder_net = [Z]\n for layer_i in np.arange(2):\n decoder_net.append(tf_contrib.layers.fully_connected(decoder_net[len(decoder_net)-1], num_outputs=200,\n activation_fn=self.params['activation_fn']))\n x_reconstruction = tf_contrib.layers.fully_connected(decoder_net[len(decoder_net)-1], num_outputs=int(np.prod(self.params['dims'])),\n activation_fn=tf.nn.sigmoid)\n return x_reconstruction\n \n def define_network(self):\n # define the input\n self.x_real = tf.placeholder(tf.float32, [self.params['batch_size'], np.prod(self.params['dims'])])\n # run through the encoder\n self.z_mean, self.z_std = self.encoder(self.x_real)\n samples = tf.random_normal(shape=tf.shape(self.z_std),mean=0,stddev=1,dtype=tf.float32)\n self.z = self.z_mean + tf.sqrt(tf.exp(self.z_std)) * samples\n # run through the decoder\n self.x_recon = self.decoder(self.z)\n # losses\n self.recon_loss = -tf.reduce_sum(self.x_real * tf.log(1e-8 + self.x_recon) + \n (1-self.x_real) * tf.log(1e-8 + 1 - self.x_recon),1)\n self.latent_loss = -0.5 * tf.reduce_sum(1 + self.z_std - tf.square(self.z_mean) - tf.exp(self.z_std), axis=1)\n self.loss = tf.reduce_mean(self.recon_loss + self.params['beta']*self.latent_loss)\n self.latent_loss = tf.reduce_mean(self.latent_loss)\n self.recon_loss = tf.reduce_mean(self.recon_loss)\n # prepare optimizers\n self.opt = tf.train.AdamOptimizer(learning_rate=self.params['learning_rate'], epsilon=self.params['adam_eps'])\n # specify loss to parameters\n self.trainable_params = tf.trainable_variables()\n # Calculate the gradients for the batch of data\n self.grads = self.opt.compute_gradients(self.loss, var_list = self.trainable_params)\n # Apply gradients\n self.train = self.opt.apply_gradients(self.grads, global_step=self.global_step)\n",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### TRAIN"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "dims = [28,28]",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "n_sample = 2\n# set network parameters\nparams = {\n 'adam_eps': 1.0e-8, \n 'dims': dims,\n 'batch_size': 1000,\n 'activation_fn': tf.nn.elu,\n 'learning_rate':.001, \n 'n_hidden': 2, # how many neurons in the latent content layer \n 'beta': 10, # parameter corresponding to the emphasis on the latent term\n}",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "model = VAE(params) # create the model",
"execution_count": 13,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/mnt/cube/tsainbur/conda_envs/txori_py3/lib/python3.6/site-packages/tensorflow/python/client/session.py:1711: UserWarning: An interactive session is already active. This can cause out-of-memory errors in some cases. You must explicitly call `InteractiveSession.close()` to release resources held by the other session(s).\n warnings.warn('An interactive session is already active. This can '\n"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Network Initialized\n"
}
]
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "# load mnist dataset\nfrom tensorflow.examples.tutorials.mnist import input_data\nmnist = input_data.read_data_sets('MNIST_data', one_hot=False);",
"execution_count": 14,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Extracting MNIST_data/train-images-idx3-ubyte.gz\nExtracting MNIST_data/train-labels-idx1-ubyte.gz\nExtracting MNIST_data/t10k-images-idx3-ubyte.gz\nExtracting MNIST_data/t10k-labels-idx1-ubyte.gz\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "n_samples = mnist.train.num_examples\nn_samples",
"execution_count": 15,
"outputs": [
{
"data": {
"text/plain": "55000"
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"scrolled": false,
"trusted": true
},
"cell_type": "code",
"source": "### For visualization\ndef plot_samples(ax, samples):\n for index, sample in enumerate(samples):\n ax[index].imshow(sample.reshape(28,28), cmap='gray')\n ax[index].axis('off')\n \nrecon_loss_list = []\nlatent_loss_list = []\nexample_data = mnist.test.next_batch(params[\"batch_size\"])[0]\nnex = 10 # number of samples to plot\n\nfor epoch in tqdm(range(51)):\n recon_loss_list.append([])\n latent_loss_list.append([])\n for batch_i in tqdm(np.arange(int(n_samples/params['batch_size'])), leave=False):\n batch = mnist.train.next_batch(params['batch_size'])[0]\n _, recon_loss, lat_loss = model.sess.run((model.train, model.recon_loss, model.latent_loss), feed_dict={model.x_real: batch})\n latent_loss_list[-1].append(lat_loss)\n recon_loss_list[-1].append(recon_loss)\n if epoch % 10 == 0:\n print(\"Epoch:\", '%04d' % (epoch+1), \"cost=\", \"{:.9f}\".format(np.mean(recon_loss_list[-1])), \"{:.9f}\".format(np.mean(latent_loss_list)))\n fig, ax = plt.subplots(nrows=2, ncols=nex, figsize=(nex, 2))\n plot_samples(ax[0],example_data[:nex])\n plot_samples(ax[1],np.squeeze(model.sess.run([model.x_recon], { model.x_real: example_data}))[:nex])\n plt.show()",
"execution_count": 16,
"outputs": [
{
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"version_major": 2,
"version_minor": 0
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"text/plain": "HBox(children=(IntProgress(value=0, max=51), HTML(value='')))"
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{
"name": "stdout",
"output_type": "stream",
"text": "Epoch: 0001 cost= 306.117462158 2.350933313\n"
},
{
"data": {
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\n",
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"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=55), HTML(value='')))"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "Epoch: 0011 cost= 183.355178833 1.264904499\n"
},
{
"data": {
"image/png": 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{
"name": "stdout",
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"text": "Epoch: 0021 cost= 174.503509521 1.398098826\n"
},
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\n",
"text/plain": "<Figure size 720x144 with 20 Axes>"
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{
"name": "stdout",
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"text": "Epoch: 0031 cost= 170.105667114 1.562322259\n"
},
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"text/plain": "<Figure size 720x144 with 20 Axes>"
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{
"name": "stdout",
"output_type": "stream",
"text": "Epoch: 0041 cost= 167.768203735 1.689398766\n"
},
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\n",
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{
"name": "stdout",
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"text": "Epoch: 0051 cost= 166.106430054 1.788497090\n"
},
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ljop7JBIRb8d457oW6my+6upq/OAHPwDgxugePnx43A1BUyXMOi5ZskTaks+yTPT09ABw0gNxcxfbk0d6ZcOMOZvvZPDQYx6CvGTJEtx9990AULBg85PBySaXi6hFixYBAL773e+KS4yHPV5wwQV5DcimWyRT8C0XVszEznxFgBtweNFFF43pzhsZGSn6PDF8EGkY/ElJmoulTKxfv14OZv3Sl74EwAlq54Mu39BVsHDhQjkb66Mf/SgAryt5rMWhhhsJwj7weaps2bIl8J6ekOku4iaDNWvWSNvStcCgewYxA24g8Ic//GF87WtfA+C4iwoJNwAw+Lq5uVnKnukcUD+pVErcLqzLe97znoJvLND975Of/KTnvXQ6LXXjwv7OO++UxbHf9VxVVYWnnnoKgDerdqHbbjze+973BkIn7rjjjgKVZuq0tLRIf+Sinn11//79MkfSuH7LW94ic1C+d1Kbm88wDMMwDCMLpq0yRdfC7bffjj/8wz8E4FrPGzduFEWqUMHmJ4NyMc8A27dv35SvRVcXg0QZ4AwADz30EAA3vUC+4UYAnqUIONYv4AbixuNx+YzZ6LUqRcXtbW97GwAnuH7FihUhlnrqMMUDXZnaOqJaN54iRZ5//nlR7qgA3XzzzZ7NC/mAbpPPfvazANyA3Wyg/F6stLS0iBLBrO0cW4888ogoUq973esAOOdfUoGli4hzUW1trbQfz4Orr6+XsAPe10JB1wlPKtCwr3EOORnMUF0o9XSiXH311RKIPV6uNN6bxx57LHDOW2trKz7ykY+EV0gjANOOnAytQOYTU6YMwzAMwzCyYNopU4zPYDAuLWfATUpZrOcO0ZL5xje+gcrKSgBuPW688UaxhpnwbzyuvfZaSVRG5YZqF+BmAS90egBa7HfffXcgMy3jujSMMdHxGow14VlhmYhEIpJIj6kUCgEtWFpF9O/fcsstskGCCWWZkXksmNyUitbevXtzXdxxOf/88/GjH/0IgGulnzhxInDGFdW38847z9MHx+Ib3/gGACc25WT3oBCMjIzIGKQyxT74gx/8AG9/+9sBQM6TZEJLjc4wzdQWVK36+/tlY0yhoWKs243b/3WyyonAcwx/+7d/2xMAnk/YJq+++irmz5/v+YybYTZu3DjuOZ5XXXUVAEggsw58ZjzdjTfeWJRpPciyZcsC7/3xH/9xwZXQsPmjP/qjgv22KVOGYRiGYRhZMG1SIzCin7v0LrjgAgCOVXjFFVcAgET28yiVXJPtFlBa8F//+tcloZqGlk4mS9dPY2PjmCrA9773PUkLMNmEj2Ftx66vrw9199bVV1+Ne++9F8DYST2B8Lcq8ygbpqH44Q9/CMBRNh555BEAzrZlwNld8y//8i8A3Ng+7rhsbm7GT37yEwCuyvGmN71pQrFv2daRiuGOHTs8yRwBx/LjsUdUgHk6eywWkz7O2LdPf/rTuPDCCwEEt5C3tbVJnA3v00TTDYTdjuvWrQOQOa6PO3Cp3HR2dso29EsvvRSAe3zVhRdeKEev8Iywiy++WFTo8chHagSmHWF5ATfhL3dHTxT25RdeeAH33XffSb8fZhs+88wzWL9+PQB3PmVSXx2fSjXtqquukhgxpnjQO1OptDGtwkSP/ipUaoTdu3cHjgq67bbbJNFsLilUHTPxwAMP4KKLLgIw+SOTxmNCdZwOi6lly5aJu4Hb6BnE+/rXvz7gdgiLXHWa+vp6CWj1u76mAieHm2++GYAzyTO/0WQJawKPRCIS5HrXXXdN6m85kfFhfPfdd4v7kKkU7r//fnGHjUchBz5dmFz0z5kzRyZsZslmvhR93tvv//7vA3AzAJ+MbOvIreQbNmyQ91i+T33qU2IInHfeeYG/Zb9j+oTvfve7ktvmmWeeAeA+rAB3YwRdoEwtcDLy1Y50GXOc1tbWTurvBwcHZaFI99F4i31NmIspBshz7mQbXX/99TKPTDSVCs9cZGjB4ODguG40EmYbPv3007KYGi9dx3if0SjfsGGDbMufrGsv3/MN54i3v/3tiMVins8uvvjinJ+0ARTvYooL31y4NidSR3PzGYZhGIZhZEFRB6Az/cHnPve5gCJFWbrYt1lnor29XbZ50q1x9tlnizsk07Z/bjfmdvm9e/eKi4RWIANHi5F0Oo3vfOc7AFz1gaeza97whjcAcM7l41mCDNblWWHDw8N53/aaCzZv3gwAOPfccwE4SgVTY+hT7gEnISBTfuQ7mNfv2gMgJ7GPpypu375dEoxyMwjgqk/cgEHruaWlRdJ6TFSRyjcM0GZA+hVXXCGKh4buMgbUM1nuww8/HMjgXwycccYZACAuSLJp06ZxFSmebNDQ0ADASUDb1NQEwE0LUgzs2bMnYzuNx89+9jMA7gkKHR0dADIncS1WOE61KvWv//qvAHJ//qvhxZQpwzAMwzCMLCjqmCkmufvMZz4j79HHrwM4maSScReRSARdXV0A3DibiaQbOBlh+4YZ5JrprDPGougt12GQj6DXQlJM/v2wyLaOVMv27Nkz7jU4FmnJP/DAAxLzlQlumHjnO98JwFFlp6pIWTuGE4De3NwsqhoVynXr1mHVqlUA3KOQGCc1PDyMv/3bvwUAfPvb357Ub4fZhuXl5XjrW98KwI2d0Uo41SYeA/Twww+LAjyReK+Jku9+SvWbyiPgnqHJDRC5ppjGoo6ZYmxmpiPNJsu0P5uPOXo0zOPjz0irGRwclBsY1s6+MOAOKMMoJDQ8rrnmGjlHj2zcuBE//elPAbgu54meMsCHFDeTGIVn69atANzF1C9/+UvZ/cYg9Uz54K677joAwL333luUoRb9/f148MEHAUBeXwvosyBf65SXl+f198zNZxiGYRiGkQVF7eZjbqmrrrpKJNp3vetdANx0AM8995y4wGhRP/TQQ7JlPpcUk5wZFubmszpOB6yOuakfT0+4//77AXjTXTBPDwOzATdFBkMvslH+rQ0drI65Q7v56MrNlMJlslhqBMMwDMMwjJApamWq2CimFXhYmDJldZwOWB1nfv0Aq+N0oJjqeM4550gKCAbjv+Md78j6uqZMGYZhGIZhhIwpU5OgmFbgYWHWsNVxOmB1nPn1A6yO0wGro4MpU4ZhGIZhGFlgiynDMAzDMIwsyKubzzAMwzAMY6ZhypRhGIZhGEYW2GLKMAzDMAwjC2wxZRiGYRiGkQW2mDIMwzAMw8gCW0wZhmEYhmFkgS2mDMMwDMMwssAWU4ZhGIZhGFlgiynDMAzDMIwssMWUYRiGYRhGFthiyjAMwzAMIwtsMWUYhmEYhpEFtpgyDMMwDMPIgmg+fywSiUzrU5XT6XTkZN+Z6XWc6fUDrI7TAavjzK8fYHWcDlgdHfK6mDIMTSTi9M90elqPM+MkTOd2ZtnH+0zXazrW8bXGWG3qb09rS2My2GKqiOBgnjXr5N7XdDo9rQZ9JBKRepWUlABw66nry3uQSqUwOjoKAPKaSqXke9OhzoBbHz2B63+P1YbTpX6aTG1cVlaGaNSZZmKxGAC3vVOpFAYGBgAAg4ODAICRkRFp70Kh6+Evezwel3+XlpYCcOo6MjICABgeHgYAJJNJ+f/Q0BAAtx/rsWuEj79PxmIxlJWVAQASiQQAoLy8XD5nO7HdBgcH0d/fDwDSX0dHRz3zkWFYzJRhGIZhGEYWvGaUqWJ1NWjlgpYuLV9tyWtrHnDqQcuJ1jBfi0G18isyJSUlqKioAAB5raysBOCoF6w7SafT6OzsBAD09vYCAPr6+gA49aQSoO9HMeCvt1bf/EpcJBKR8vNVq3CFbsOT4a+jtvirq6sBAPPnz8fs2bMBuCoAVZve3l60trYCAE6cOAHAbWMAeVeotILBPsqyz507V/5fV1fnea+qqgodHR0AgKNHjwIAXnnlFQBAa2ur9GOqGyMjIwVv07H6aSYyzSeFLv/JiEQioirG43EA7rxTU1OD+vp6AMApp5wCAFi0aJEoUz09PQCAw4cPAwBeffVVaVf204GBgWlzL4z8YMqUYRiGYRhGFswoZUpbWbQyqHho1cevBvT394vKky+lw+/HTyQSqKmpAQDMmzcPgGs1LVmyRD5jHU+cOCEW7969ewG4VnFvb69Y+IxFyaePX8ecUF2rrKxEQ0MDAGDp0qUAnHoBQHNzs1j7/H5HR4dY+9u3bwcA/OY3v5HPurq6ALgqx8jISMFjGCKRiEeJA9z6lJWViYVMizkSiQTiM6guDg0NZYwZKyZrmG3MetXW1qKxsREA0NTUBMCx+GtrawG4ZaZ1f/jwYakblcZ0Ou1Rp4Dwx6S/r+qxuHDhQgBOHwWA5cuXY/78+QAg34nFYlJmjkUqdIDbpplipvLRjplUKN0vAXd+LCsrCwRoj4yMSPvo2Da++mMaCxETNl4dqUixTzY3N8vcs2DBAgBAQ0ODjNnjx497/i6dTgdipvR8U2zqOODcB9aHKvEpp5wi7U1FmHVNJpMFnz/Hwj+n8jUajcpneq4cr13CbCNTpgzDMAzDMLJg2ipTOv6Elj6tq3g8jvLycgAQNYTWZG1trVgXBw8eBOD4xGkt+y2vMOI2dJl1OU899VQAwLp16wAA69evB+BYUrTuWa7W1lYp80svvQQAeOGFF+T/R44cAQBRrwYHB/NmDet4Bdavvr5e6rd27VoAwLnnngvAsfbZTqStrQ2vvvoqADdupaqqCgCwc+dOqUOhrH0gc1yUXwmlelFdXS33gkpOJBIRRYpl5v8HBgYkVoyvAwMD8rk/ZixfaNWRVi77ZnNzM1avXg0AOO200wAAjY2NEivFstMarqysFCtTjze2KceiX9kJqz7ss2VlZdJu/vlj6dKl8m9/vQBILA7vSVVVlXyP6sasWbMC6k9YfbakpCQwP1ZUVMiY8seEVVdXS1nYNsPDwx4VH4Aowx0dHTIPsZ8ODg4G+me++qluS9531pEq1IoVK6R/sr1KS0ul3mwbqo1z5sxBe3s7AKC7uxuAo+T4+2Ohd6ECXhWH88yyZcsAABdccIHUlwrqo48+CgA4cuSIpx8XCr/CGIvFPP0WcGNtOUYBd67o6emRevh30aZSKZlLdP/0982pjsVps5jyS/F8MFVUVEin4U2ur6+XCW/NmjUAIJN8WVkZ9u/fDwDYsmWLXJs3lBMDb6h2rWSLfviyg7Bzn3766XjjG98IwF1krFy5EoAzMbN82gXCzsVr6YccJ1DS2dkZCHLONbp+/H1KzAsWLJBF4jnnnAPAbZO5c+dK2Rj8OTg4KNej25PS/MjISCDoXg+KMCc1PdgzufLYB+m2XLRoEQDnYcz20luwWWa2Hftae3s7Dh06BMB133Z1dcnDjK/5XCDzlfVl27Jd1q1bJ+ONLuqysjKpGx9EXBQ3NDQENhdkWjD63Z25rpffjRCNRqUd58yZAwCeBRT7HNugu7vb85DlNQBnnuJcpRcbYdZJ16WsrEz6HfvknDlzsHjxYgCu+5LtVVtbK/edlJaWynscn+yb+/fvlwczA7a7u7vlPrAtw9wApNtQz0F8LnCO5VhcsGCBLHY5d/b19UmZ2a4cm9FoVNqQr319fYFFfr43OWVKt6IXkxyfK1asAOAY5xx7/P6mTZsAuHNMIdELfy6EKyoqxKBhCAEXxQsXLpQFFdtOCyPsq/x/Z2enLIo5FkdHRz3PkGwwN59hGIZhGEYWFLUypa0NWhmUbLlara+vlxUrP2tsbJTV+Omnnw4A4mIaGBiQa9Fq6urq8ljGmjC2MWvrnhbSqlWrxKpnWVnOnp4eWUkzcJD/B1zravny5XJ9fzJEnU5Aq265RN8nf3DyvHnzxLqnS4Ht29HRIfWha6+trU3KS2uFf59MJkUJYD2Hhobyki5Bqxj+ANeamhoJWGZbULVpbGyUe8E26e3tlTLrgGXAVX10fTIFAms3Zz7Q7gOOQaoay5YtE5cClZ2enh7ps2wz7cbz95NEIiH3gm1LyzESieS8npmCpaPRaGBbvXZzca6gldva2irt4XfflZeXy71gH08mk6H1Vb8LNh6Pi/XOvnj66aeLq33VqlUA3PYaGhoSZYZ1amhokOtSAeB96evrk40iVACSyeSY9yMMMt27aDQacEPz+cDxCngDsRkSwTYTV5ZHAAAcHElEQVTRCTr9G5pisVggyWfYrkz/vczkLtaKJJXIM888E4DT1pyzWlpaAOSv7Jlg2bUbmm3DZ0RTU5M8Dzmn0kWr1X79fGQfZX9kXbdu3RrY6JNMJgNeATLZMWnKlGEYhmEYRhYUtTJFSktLxVLn9lZawIsWLRLLmD7SRCIhq136y2l5AW6MC61DbWXQV0vLKpfoAEf6rhmzsGTJEk+cCeAGeb7yyiuSFoDKTSwWk5U9LS8dI0CLk2pAV1eX54iLsKEFpwNd2Rb+e9zR0YF9+/YBAA4cOADAaRu2ib9+c+fOFUuEVnFXV5dn2zKQW7XGH5OgFRpa/osXLxaLn9Yg+2sqlQooGr29vXI9WljstzU1NVJvtnk0Gi2YJanrz7gRxhNR8Vi2bJmoVWyXffv2BaxgjkXdPvqIoUInmo1Go4EEuvz/6Ogo2traALipOk6cOOFRBPRrPB6X/q7jWXKt2GSK+wK8MSeca8444wyJV6R6QVVm//79otawvZqamiRukegYIt4jHTNUqHQB+j6wjJxrOU4rKytl7uEmpIMHD8r84VdL0+m055grXj/fMVL8HZ1gNdN7/D+fmYwVmz17toxLxrzx//mcT/yKlE5Jwv7ImL5169aJEsWYW/bFeDwuz0gqTolEQuYlxlZx7B46dEj6BFUrIBh3OiMD0DNlz+aN4kNq8eLF8nDijY3FYuL60+crAY4szclQS7z+3So6m3iuKSkpCeymaWpqkoZmGbhLb9u2bfJvTnrl5eUe9xLgLhwbGhpkAuECrb29XRabWr4Og0gkEnio1NTUSP14rxmw+tJLL8lORLZJLBaT73NRoRfGvG98r6OjQxYr/pxhuaqTftW7hViGpUuXyiKWCwy9sWHXrl0A3OzY/f39nt1E+lr6IcVXfV5hvh9WencNJ2m6NGnYzJ07V/ruiy++CADYsWOH7Czlg55jt76+Xq6r3bX5zt/jX9hEIhFpWy5E+GBtb2+XhT8XiQMDA/Jg4EKR/VP3Y16jpKTEkwU/l2TKX0eXCetSV1fnyVcHuHPN9u3b5UHLfqc3r3D+9S84gMw7MgvZTzk/8uHLsqdSKZl79uzZA8CZdzjns734YC8pKZF5jO2sF1j5cGVqMt1L/1yXSqU8C2r+HZ8f27ZtA+Aa2/lc9GYKluerP1t9XV2dZ+MA4Lqa9+3bJ8b3sWPHADhzCkN8/M+IRCKR8T7lahOPufkMwzAMwzCyYNooUzrLMuBKt8eOHRM3CCXLhoYGsZJ4Da7ADx06JNYILcujR49K7hu/qyiM+iQSCVHOaNXPnz9ffvPll18GADz11FMAHGuR6htXz4lEwhOgDrjqm3aLUj3o7OyU7a9+BSfXlJSUiGWvVSVad7QiqF5s2bJF1Atah6WlpZ7AY8BVuSoqKsRqpvVYV1cn7Z/LNhzrDLNYLCYqBNty6dKlcr/ZTqzr9u3bxfrXCioVBF5DS97+7fM6JUShcmnF43GPmgq4boSSkhJJO7Jjxw4AwO7du8UaZFvpcyZZH/bd/v7+gHIatrqh1QzAUSao9vqzYmuXO/ubVrKoamj3LccnLfAwlSmi28uvYFdWVsrYoApF1XTnzp2iVrEu8+bNk/bJdIYf24vtNDw8nPeNEX7XUXl5ucw9Oh8R4KhQu3fvBuC6+fr6+kQd5rNFu279G0RymTJnsmglZaz+k6lPAq43gPOtP89dPuFv6rAM9iHe75KSEpln+fyiqrZr1y55j3936qmnyrzEeUp7m3TmfiC3J4OYMmUYhmEYhpEFRalMZQr25eqUVhADkDs7O8VC1AHLVAi4AqVluW3bNklUtnPnTgCOtUnr0Z8oMJcrdm0t+oN3E4mEWIRUbJgMr729XerNFbtexfMzrTjxHtLP3NnZKeoH7xe/n+ukpDpegf7q2bNnyz2lekGF8NixY4FkhzrzLdGZmdkfdEwYLVD/1u4wAtHLysoCCk1dXV0gHowqxq5duyRWiu2l74k/zYKOO9HqTaEt/kQiIWOL955tnEwmpU0Zl5hOpwMKHmN3ysrKpC+y/ZPJZCBzcZh1zZQBvby8PBAbpNMg6LQkgFet88dplJWVSd14H9ra2jwB9ywHMPW6+gOkMyUF1QkqOfapTLG9hoeHA32xsrJS/taf0DKVSsk487dbvsh0Fmg8Hpd+yv7Ge97W1iaxmSxzaWmptBlfGWsViUTEs+FPhszPC4U/azuJRCKiBPMZE4vFZF6iYp6rhJVTwd9PBgYG5D7zeaw3fPD5yPjalpYW6cf+E0IAt268Vm9vbyDdSi4VRlOmDMMwDMMwsqAolSmifcNcSdICoa+0oqIiEEd11llnSYJHWiqM4Xj88cfxq1/9CoBXocnHCl3HTPn9+cPDw6LYMJaLsTU6VoYW4vDwsFhJtK64Su/s7BRrjPdw7ty5YqnRX87651qZ0jFTjN0qLS0V657WES0NrcLQv19aWirXYBuSVCol941WsU69QOuGCkI29fNbfjqOgmWgGpFIJOS3qYTqODW2k04mSOuXKg+tye7ubvltXlOfr+gvX1j444lqampkbLHM/OzYsWPSZ3mf5s+fL4oULWT2zb6+PtmNo88k9B/TEbYy5U9/UFtbK/GI/mNRksmklId9Wx9fxfbTqgbvIcfd4cOHPTuYgOzTeYzXL3gfaaH39PTIXMFXlqOhoUHqqo/t4Fikusa6dHV1ZTzaKd+7w/zb7GfPni1toWOGAO/5bfoIMtaXr9wFOTAwIIqcTrFTTPiVzVgsFlDm+vv75RnDdi+EIjXW7rnBwUEZb5xHent7ZQ7lK58jAwMDMpfq2FmOY7/npqenJ9Rkx0W9mCLpdFo6P7d28sG5cOFCmdT5unz5cpmc6Cp78MEHAQDPPfecNIqeBPIx+PV2ZU7WnATa2tok8JwSNCe//v7+wHbxoaGhQOZWvra2topEz0m+urpacnfQ9cRFW84C8FT2ZXZyTj6Z5FodOO/fxqszYXNw6EUj7yVf6+vrZdHB3+GCJhf18+dz0YG9rGMkEgm4iTnJVVVVyd+y7zY1Nck2XuZS0W5EfX4Uy+B3C4V95pn/rKyGhgbpU3xIsXzd3d1yT5ituKGhIbBQJAcPHpQ25cNKS/9hnjuY6RxJfa6izjGky5dKpcRo48N24cKFgQcw++zAwIBn0QU4Y9G/AMkW/73SweD+0xA4h7L+gLuAmDdvnow7fa6k7uMAPNn8+QDUbTfW3BQGug11Bu1MbQE48wgNIZ0dnu56/h37fGtrq3yP75WVlQVcRoXEPz9VV1fL6R8ss96s5XfX5hO/gaoPred8oOdy3nt+j/NIIpHwpPsAnPNeadz6XbJ9fX2hGmjm5jMMwzAMw8iColamtFVDK4ArViZHPO2003DWWWcBcJWp0dFRUXmefPJJAMDPf/5zAI487U/qWIhgXr8EvXfvXrEY/cqNPhtKn9PmTwHA75eUlIgbkdZWY2OjXJeWst/FkKv66aSktBwGBwflvlNxoaWsE2DqBId+N5cOsvRvY164cKF8j9fIdf2AzCkCaLVrRY7WKq3DxsZGKTMt37q6Ovmc77EOsVgssB27tLQ0EOQbpmWpU5KwrvqMRaoA2mVA9ZP9LlMwN11EY/1mPgJ6MyVfZTkbGhqkTWnB8/sVFRViKbOOCxculHvCNmYfT6VS0o5aoeJ1+arTRWRDJgWb40wrKX6lhfWNx+OioPF+lJaWivuMY5L9UKt42tWWj8Srug055jnfLFq0SMrPurL+iURClGC6nnWWd7Yhx2JpaWkgm3plZaUocv5zCAuZZoCvs2fPFrWRz46DBw8GAs8Lld4h02+nUqlAyEpHR4eMGz7TWK94PC7jTqfg4bhkHVn/SCQi/VEr/BaAbhiGYRiGUQQUtTJFUqmUx6oA4DmrjytVrkRPnDghAefPPPMMAHi2whbq3CiukOPxeOB8slgsFiiPttC5kqYiMTQ0FEhuSAVmYGBAvq+PmvEfNZFrdEwYrVtacolEQsrrt/JGRkZE5eB7o6OjgSBZvWWb/+bvpNNpiQWjhZwpwWC2aH+/PkqDZWe/pJVLq1UHzbMPj4yMSHA2+wPLnEgkxELWR1n4Y6VyaQ37r6mTv+oks6wb60MLft68eZ4gbtaH5ee90Fax/i1d/7Dwp10pLS2VPkcrd8mSJZ4geZYVcOro3zqv4+H0WZj8PdaN96uurk7i+fzlyRWcE5LJpKhkLFttba2MVdZBb4jhv1m2vr4+GbMcp5xDFyxYIPViPaPRaGgJgXW5WAfdT3XcLBUKlpl/p+vIdq6oqJA2YD9lG6ZSKRnr7CsVFRWe89309QsJ70lVVZWMWfaFAwcOSHqWMJJST5VMG8147w8dOiT33q+SV1RUeFIFAU7fY3/0JwAtLS0NdX4p6sWUDmLkzdJBovy/323U0tIiuSj8mV4LmblW57Pxy7I66zIXCjp3SqaATn/H0Fni/cGU0WhUOmqYmc8Bb/A4Jx9OdoCb44Ttph+4rHsymZTBoHdBAo77gZMmpfzOzs7APcrl5Kbdq4CzYOUDke7Zjo6OwKKQ/581a5aUT7uA/HmmWGa96Ce5zNabCf/OPb1TlhPzggULPH0KcBfHsVjMc39YZr+rjNfXuzjZJ0dGRvJi7Ohs56wjF1NNTU1SX7rOteuYbco+m0qlAq55tnVVVVXAAKyoqPC4HnhdIPuxqYN5AWdOZP/kLlq9+PDvkh4ZGZG66AcvT2rgvMtxN3/+fLl/XExlcp3kctGvF8KA8wxgn6SbefHixVi6dKnn+2zDdDotc6Xe8eXPNciyZtpZrOdwfx0LCfvVggULZKHI+ebAgQOyOacQgedjkemAbLYF+yzgjg19Bi1FEvZnzrsAAs8g/gYQTv3NzWcYhmEYhpEFRadMRSKRQHZgHcTqP0E6kUjIKpYBgR0dHbLtnzkpss3jkgsynbvGVXl9fb1I7pQxWS9a+X74t7S4aJ2tXbsW69evB+AGWLa0tEheKVqeuVqd+1015eXlYsnprcp+1wLboq+vL+Cai0ajco9odbDNzzrrLKxevdpThra2NlFAcp3ZXV+LlnxbWxv27dsHwFUBurq6pL/pk8r597QQ2U+bmpqkzdiGWuWiFcn3BgcHQ+3HOrUF4Fh0/o0E9fX18tv+nC09PT3SZ3VmaaoZ7AvsBwMDA9In2XaZFLlcovOEsUxUVtgvdQA6YTsODg4GFNDR0VHpF35XRF1dndwnKj2Zzq7Tamou8qJpxY/9yJ8lHXD7Ir9TVlYmLhaq+trlTPWO6JAFjmFd/jCCsv39tLq62hPOADjKGdvMP48MDg7KnMp+l0wmpW9wLPLvh4eHJZ2OTjPhz+BdyGcL4T1pamoKuOH3798v9S0mdN9n3+SYaW9v98y5gDsX6cz8zKm1aNEiaUe2j94gE+Z5n6ZMGYZhGIZhZEHRKFM6EJMKDlfZNTU1kgSQr/SNDw0NicVPq/2VV14RhUAHABcKf8Cktj61msPVNdM+0EJqbW31JOEDvFnBaXHx7y644AJRbnhP2tvbxbqiNZprZYqWaTweFwtdZyRm/VeuXAnAtTCOHz8u12D9otGotB3vA9MInHHGGWJ1MQldZ2enKDj+bdm5hJZNb2+vKA20/A4dOiTqGZVU+uu1qqRjZ6jgUKFhPJkOFuX1h4eHAxZVLi0rv2pTXl7uifkCnP7E8abbCnAsQI47HYjO+D1eg8rokSNHpL60HjPVMZf461hTUyPtwb5aUlIidaLCxL/r6+vzxLWxnOyP+nxQwKkz4z447vr7+z3nTAK5t5S1kko1gm2jN/SwLVherRZyPDU1NUn8EeME2S8GBwcD283DRs8zgKNQ+NWxgYEBmT90bBXg9GGORbZhIpEIjFnW5/Dhw6KK6HPe8n1O5niwT7Ivn3vuufIelca9e/fm/dzEyaDvo1aoWH72WY6jeDwu6iHbqr+/P5CCR8cz+lNCmDJlGIZhGIZRJBSNMqX9prQkqFysWbMGZ555JgBHlQBcK7Krq0sUF65gW1paxAorppU4y6KPh+HKura2VpQl1p/xTq2trVI3Wl56Rw5jUqj4rF69WizeXbt2AXBO2maMj7ZQc4neKcHf18kAWU5a+7SYe3t7Azu+dF1pgTJerq6uTqyNPXv2AAB2797tOS8MCGf7r45J8R+BolVSWvU6TkifaE/8xySxL+/fv18UKZ1sMYxkiH7llK/RaDRwbp0+OsMfk5JIJAJn0y1atEh2xlGhYTzjzp07xeLX9zJfR5AATh3Zz3Tf86cC0G2W6eR5f9JN9r2jR49Kyg6ei9be3u5R4vTf5ZpUKhXYYdnT0yMKE+8x54Th4WHpi/yspqYmcCSNVuf8O6T07uuwjwICnDZkn/Wf6wi4ak2mLfJUoXQqAd4v9tcdO3bIPKqPY+H3CpVqR8M+zHHX1NQkbcV5sbW1tShUtImg+xTvM9tdx1f6Y4/j8bgndlp/v7e3N9S2KprFlM5xw0mabq/Vq1fLIoqdhQ/Mzs5O2R7JxcL+/fsDgefFAAe6PryRg3P+/Pme/BmAmzNFb9tl56moqJAJ3p/pt6SkRBYZDz/8MADgqaeekskhFwcAZ0K7wLjYYT2bmppkMvPnP4lEIrKoyOSW5UTBCfPQoUPYsmULAOCJJ54AAPz6178OuIzCdO3qB4Z+gLKNWQadN4rtoxeYfumarr2Ojg5ZTOmgyXwsNEg6nQ4cMq0XH/4g7YqKioB7rKqqSvrAc889BwD45S9/CcAZp5zwtPweZt0ynV3HuUcvNtgf/WNSp0ZgGyeTSflb9kHOSbt378aLL74IwF1Mtba2SnuHvZjSBy3rRUimFBaAt19xfqmrqwukBuDiOh6PB4LMM7VfGJtBdFuyDDro2H9mnk4/wkU/v1NWViaLSB6+zXbbtGmTLKbYrslkMtB2hVio+M9K5FmfFRUV0sZczPf09BT1YmqsvurPj6gNSr2RBHDmWY4ttifXCkDIBlpoVzYMwzAMw3gNUDTKVKbM0nRzLVu2TNQMWhd6uyQtPipThw4dEiWnGCRY/7b67u5uOTtw06ZNABwrv7m5GYDrPtHWk18FiMVishrndakA7N69G48//jgAR7EBvC4VHTiby/pRVert7RUVbNu2bQAci571o0JDi2PWrFkBeX5gYEAsK5ab9du1axe2b98OwDlvCnCkbFoitLbzoXD460HryZ+EMxaLeVwKvAaVDFpPtIq7uroCboSwEs7ymv6g3GQyKeNIBzHTbeLP0F5WViZlZb127twpbcTTCLZu3QrAcaP4XaVhJ9X1b73u7e2Vsuos9FSdqITrk+p5f6h+d3Z2yjX0HAQ4/ZIuNSrCfX19HleFLlcY+N24ZWVlMndwLGpXp05oCjjzMDdW6L4LOH0k03mRYSqoOiEp4MynnCNYH7YD4AYgsz66fXXaEX/ogPZ0sA11Gp5iUKY493ADwdq1awE47cn+uXfvXgDO+C7k+YGTQbtw/WqoThbsT7g7Z84c6efsH5zXwk4IbMqUYRiGYRhGFhSNMqV9pLQuaEnoIwv8W4o7OztFsdCWItWJYkqbT0umvb1dzg6kldXd3S1pHxgrxfqXlpYGAlt1ADQtD6pdO3bsEIVDJ+oM66Rw/0nybW1tUj+2w9GjRz3WA+BaGNraZz27u7slPoHKI63D48ePi5JD/7iOkcjHluV0Oh1IAKe31PM9nebDb2H19fVJPXTgOeAoU+OlQQjT4uc9PXHihKikOtEm24XxRPyOjn3TySAZcM7YDcaFJZPJvAfx8ndYvvb29kC9Dx06JIqqjpUCnPvgT6bb1dUlqgYVElrFQ0NDnjELOPOA/718KAU6GbK/L+pEiJx36CFYtmyZJJflPM3+evz48cDY1ZsIwkBv5AHceR9w58djx45JzJN/+/zg4KAoU2zDkZERaVe2IWMW9XZ7zjEjIyOB8Z9vIpGI9Ev/WahdXV0yt7AeOv6omJ6LGn98VDQalX7IduT/q6urxXvFWLHq6mq5BtuTz0Cd/DoMha7oFlN6Z4Y/YzLgPrB1fh5O7rxp3d3deZHPJwvL0tvbG9jFtWfPHpnQ6FLgAKmsrJRBo7NNc0KjS4GDp7e3N7DjKOwJTpett7dXHiZ8yOzevVvcKP6DjvVikfelu7tb7g0nAy3b+ieyfO0Cy5QLhWUeGBjwnN0FeCdfDm79IGKbse9yQ0Iymcz7ZO2vT09Pj/Qtlr21tVUWUfq8OsCpo945A3gXGjpfFn8vnwH1/E3A28/8D+V4PO45XFq/At6FEjC2qwvIvADOZ7111me92YF15is/q66ulrrT6KmsrAwsFrlD7OjRo4Hds2GfUed31Y6OjnoWx4D3FAb/we6jo6OB+XFoaEj+7TfKUqlUoD0Lecarxn/GI8fdkSNHxKCm8TI4OFgUZZ4I2jXtX/jrHcPMYcfXaDQqLnfWm/83N59hGIZhGEYRUzTKlHYV0Uqn+6qqqipgIXPVuWfPHgl2plWSaVtsMaBzFNEyokV74sQJcYf41Y1YLBY492poaEgsM78llQ8VKhM6kNkfJNrV1eUJ1Aa8eY38sqvOUpzpHLNCW1jpdDrjOXn+Led6uz2te1pKw8PDYkmyH1Ap6OnpEWs7X/X2n+umc7zQLXL8+PFAIKi2jv3K8dDQUEAlLnTb6TJolxv7ak9PTyCXkd6yncn9OlbdClVX/bt+1WxkZCSQi4eKU1tbmyjiVPxbWlpErfKnINi3b5/0Z+0yC7Ot/aqeVpX0tni/aqMVs0z52sZyqxdDfx0L9lkGzd9+++0AHK+GXwnv7+8vqryLmdCeBsAZn/5M9hyv0WhU3qNSqtcPvCdahbTUCIZhGIZhGEVKJJ+r7kgkctIfi8Vi4utm0OPs2bPFCqZ1z9VnMpkUayTsVXc6nT5pMMBE6ljMnKyOM71+wNTrqAM89dZewBuA7vstzysts76+voAyN1HFMcw6TjQeJux5xcZidm3oV950Sg9a+zpjP+dkxsuxX3d2dsqcrFOTTGQutjZ0yEUd/e04a9Ysz7zx/2XJ9mcyEvZ8w7r5U3bMnTtXNjUxdVJdXZ1nYwjgTXFBT8Bk1woTqaMpU4ZhGIZhGFlQdMpUJBLxbIvke/5VdiHiL8ySmvn1A3JbR608+VWo8VSeTDu+JtrXrZ86zPQ6hlW/TKqVX2nl/3V81GR3UFsbOoQx3/z/b+fqsuNSqDqWlJR4zrYFHNWK/ZDKPncRa7V/svdmQnUstsVUMWODf+bXD7A6Tgesjvmr33iL/myeH9aGDlbHqZPpLD9/yEQuhBdz8xmGYRiGYYRMXpUpwzAMwzCMmYYpU4ZhGIZhGFlgiynDMAzDMIwssMWUYRiGYRhGFthiyjAMwzAMIwtsMWUYhmEYhpEFtpgyDMMwDMPIAltMGYZhGIZhZIEtpgzDMAzDMLLAFlOGYRiGYRhZYIspwzAMwzCMLLDFlGEYhmEYRhbYYsowDMMwDCMLbDFlGIZhGIaRBbaYMgzDMAzDyAJbTBmGYRiGYWSBLaYMwzAMwzCywBZThmEYhmEYWWCLKcMwDMMwjCywxZRhGIZhGEYW2GLKMAzDMAwjC2wxZRiGYRiGkQW2mDIMwzAMw8gCW0wZhmEYhmFkwf8BylFaOY+uygQAAAAASUVORK5CYII=\n",
"text/plain": "<Figure size 720x144 with 20 Axes>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Plot latent space representations"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "labels = []\npoints = []\nfor i in tqdm(range(int(n_samples/params[\"batch_size\"]))):\n images = mnist.test.next_batch(params[\"batch_size\"])\n labels.append(images[1])\n points.append(model.sess.run([model.z], { model.x_real: images[0]}))\npoints = np.concatenate(np.concatenate(points))",
"execution_count": 17,
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6d81462755594d9b9230f95c97801e33",
"version_major": 2,
"version_minor": 0
},
"text/plain": "HBox(children=(IntProgress(value=0, max=55), HTML(value='')))"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": "\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def plot_latent(ax, codes, labels):\n ax.scatter(codes[:, 0], codes[:, 1], s=1, c=labels, alpha=.1)\n ax.set_aspect('equal')\n \nfig, ax = plt.subplots(nrows=1, ncols=2, figsize=(16, 8))\nplot_latent(ax[0], points, np.concatenate(labels))\nplot_latent(ax[1], np.random.normal(0,1,len(points)*2).reshape(len(points),2), np.zeros(len(points)))\n#for axi in ax: axi.set_ylim([-8,8]);axi.set_xlim([-8,8])\nplt.show()",
"execution_count": 18,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 1152x576 with 2 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
}
],
"metadata": {
"gist": {
"id": "",
"data": {
"description": "Variational Autoencoder in Tensorflow",
"public": true
}
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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