MNIST_beta1_noreg_l2.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyNrJjE+yST1WnDQ/7IMSWFq",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AtSourav/Beta-VAE-on-MNIST/blob/main/MNIST_beta1_noreg_l2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "G4kKXWjN62cO"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uoG7iO2skKtn"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras       # cannot use the name tf to import modules, can only use it to call functions or modules\n",
        "from keras import losses\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "from keras import backend as K\n",
        "from keras.datasets import mnist\n",
        "\n",
        "import os\n",
        "import matplotlib.pyplot as plt\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "input_size = (14,14,1)\n",
        "latent_dim = 2\n",
        "batch_size = 64"
      ],
      "metadata": {
        "id": "Rc8U_BGj2L9P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Loading the dataset**"
      ],
      "metadata": {
        "id": "JJY0dl-R95TQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "(img_train, tg_train), (img_valid, tg_valid) = mnist.load_data()\n",
        "\n",
        "img_ht = img_train.shape[1]\n",
        "img_wd = img_train.shape[2]\n",
        "count_train = img_train.shape[0]\n",
        "count_valid = img_valid.shape[0]\n",
        "\n",
        "img_train = img_train.reshape(count_train,img_ht,img_wd, 1)\n",
        "img_valid = img_valid.reshape(count_valid,img_ht,img_wd, 1)\n",
        "\n",
        "print(img_train.shape)\n",
        "print(img_valid.shape)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tS2dYcyJEEJo",
        "outputId": "600f1967-9b08-4eb8-bdfb-f68ce51748c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(60000, 28, 28, 1)\n",
            "(10000, 28, 28, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "img_train = layers.Resizing(14, 14, interpolation=\"bilinear\")(img_train)\n",
        "img_valid = layers.Resizing(14, 14, interpolation=\"bilinear\")(img_valid)\n",
        "\n",
        "\n",
        "print(img_train.shape)\n",
        "print(img_valid.shape)\n",
        "\n",
        "img_train = img_train/255.\n",
        "img_valid = img_valid/255.\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1nRluJLXHlT0",
        "outputId": "3e2af432-fcc5-477b-a558-176f71ac9ce5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(60000, 14, 14, 1)\n",
            "(10000, 14, 14, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# l2_reg = keras.regularizers.L2(l2=0.01)"
      ],
      "metadata": {
        "id": "siO9ub7Nrxnm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Defining the model**"
      ],
      "metadata": {
        "id": "yQcTIihn992o"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "encoder_input = keras.Input(shape=input_size)\n",
        "\n",
        "x = layers.Conv2D(10, 3, padding=\"valid\")(encoder_input)\n",
        "x = layers.MaxPooling2D(pool_size=(2, 2), strides=None, padding=\"valid\")(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "x = layers.Conv2D(30, 2, padding=\"valid\")(x)\n",
        "x = layers.MaxPooling2D(pool_size=(2, 2), strides=(2,2), padding=\"valid\")(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "x = layers.Conv2D(50, 2, padding=\"valid\")(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "\n",
        "x = layers.Flatten()(x)\n",
        "\n",
        "x = layers.Dense(4*latent_dim)(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "z_mean = layers.Dense(latent_dim, name=\"z_mean\")(x)\n",
        "z_log_var = layers.Dense(latent_dim, name=\"z_log_var\")(x)\n",
        "\n",
        "def sampling(arg):\n",
        "  z_m, z_log_v = arg\n",
        "  batch = tf.shape(z_m)[0]\n",
        "  dim = tf.shape(z_m)[1]\n",
        "  eps = tf.random.normal(shape=(batch,dim))\n",
        "  return z_m + tf.exp(0.5*z_log_v)*eps\n",
        "\n",
        "z = layers.Lambda(sampling)([z_mean,z_log_var])\n",
        "\n",
        "encoder = keras.Model(encoder_input, [z_mean, z_log_var, z], name='encoder')\n",
        "encoder.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RaWmRig39WZE",
        "outputId": "2077dc2d-c260-4afb-b961-6bd0d3a3f51a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"encoder\"\n",
            "__________________________________________________________________________________________________\n",
            " Layer (type)                Output Shape                 Param #   Connected to                  \n",
            "==================================================================================================\n",
            " input_1 (InputLayer)        [(None, 14, 14, 1)]          0         []                            \n",
            "                                                                                                  \n",
            " conv2d (Conv2D)             (None, 12, 12, 10)           100       ['input_1[0][0]']             \n",
            "                                                                                                  \n",
            " max_pooling2d (MaxPooling2  (None, 6, 6, 10)             0         ['conv2d[0][0]']              \n",
            " D)                                                                                               \n",
            "                                                                                                  \n",
            " re_lu (ReLU)                (None, 6, 6, 10)             0         ['max_pooling2d[0][0]']       \n",
            "                                                                                                  \n",
            " conv2d_1 (Conv2D)           (None, 5, 5, 30)             1230      ['re_lu[0][0]']               \n",
            "                                                                                                  \n",
            " max_pooling2d_1 (MaxPoolin  (None, 2, 2, 30)             0         ['conv2d_1[0][0]']            \n",
            " g2D)                                                                                             \n",
            "                                                                                                  \n",
            " re_lu_1 (ReLU)              (None, 2, 2, 30)             0         ['max_pooling2d_1[0][0]']     \n",
            "                                                                                                  \n",
            " conv2d_2 (Conv2D)           (None, 1, 1, 50)             6050      ['re_lu_1[0][0]']             \n",
            "                                                                                                  \n",
            " re_lu_2 (ReLU)              (None, 1, 1, 50)             0         ['conv2d_2[0][0]']            \n",
            "                                                                                                  \n",
            " flatten (Flatten)           (None, 50)                   0         ['re_lu_2[0][0]']             \n",
            "                                                                                                  \n",
            " dense (Dense)               (None, 8)                    408       ['flatten[0][0]']             \n",
            "                                                                                                  \n",
            " re_lu_3 (ReLU)              (None, 8)                    0         ['dense[0][0]']               \n",
            "                                                                                                  \n",
            " z_mean (Dense)              (None, 2)                    18        ['re_lu_3[0][0]']             \n",
            "                                                                                                  \n",
            " z_log_var (Dense)           (None, 2)                    18        ['re_lu_3[0][0]']             \n",
            "                                                                                                  \n",
            " lambda (Lambda)             (None, 2)                    0         ['z_mean[0][0]',              \n",
            "                                                                     'z_log_var[0][0]']           \n",
            "                                                                                                  \n",
            "==================================================================================================\n",
            "Total params: 7824 (30.56 KB)\n",
            "Trainable params: 7824 (30.56 KB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "__________________________________________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "latent_input = keras.Input(shape=(latent_dim,))\n",
        "\n",
        "x = layers.Dense(1*32)(latent_input)\n",
        "x = layers.ReLU()(x)\n",
        "x = layers.Reshape((1,1,32))(x)\n",
        "\n",
        "x = layers.Conv2DTranspose(32, 2, strides=2, padding='same')(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "x = layers.Conv2DTranspose(16, 2, strides=2, padding='same')(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "x = layers.Conv2DTranspose(8, 2, strides=2, padding='same')(x)\n",
        "x = layers.MaxPooling2D(pool_size=(2, 2), strides=1, padding=\"valid\")(x)\n",
        "x = layers.ReLU()(x)\n",
        "\n",
        "x = layers.Conv2DTranspose(1, 2, strides=2, activation='sigmoid',padding='same')(x)\n",
        "\n",
        "decoder_output = x\n",
        "\n",
        "decoder = keras.Model(latent_input, decoder_output, name=\"decoder\")\n",
        "decoder.summary()"
      ],
      "metadata": {
        "id": "60HAUzK8as95",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "965dced0-42cb-4684-d174-caf9206759a1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"decoder\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_2 (InputLayer)        [(None, 2)]               0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 32)                96        \n",
            "                                                                 \n",
            " re_lu_4 (ReLU)              (None, 32)                0         \n",
            "                                                                 \n",
            " reshape (Reshape)           (None, 1, 1, 32)          0         \n",
            "                                                                 \n",
            " conv2d_transpose (Conv2DTr  (None, 2, 2, 32)          4128      \n",
            " anspose)                                                        \n",
            "                                                                 \n",
            " re_lu_5 (ReLU)              (None, 2, 2, 32)          0         \n",
            "                                                                 \n",
            " conv2d_transpose_1 (Conv2D  (None, 4, 4, 16)          2064      \n",
            " Transpose)                                                      \n",
            "                                                                 \n",
            " re_lu_6 (ReLU)              (None, 4, 4, 16)          0         \n",
            "                                                                 \n",
            " conv2d_transpose_2 (Conv2D  (None, 8, 8, 8)           520       \n",
            " Transpose)                                                      \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPoolin  (None, 7, 7, 8)           0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " re_lu_7 (ReLU)              (None, 7, 7, 8)           0         \n",
            "                                                                 \n",
            " conv2d_transpose_3 (Conv2D  (None, 14, 14, 1)         33        \n",
            " Transpose)                                                      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 6841 (26.72 KB)\n",
            "Trainable params: 6841 (26.72 KB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now let's instantiate the VAE by combininb the encoder and the decoder layers."
      ],
      "metadata": {
        "id": "KIIDWhu9NOTv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "decoder_out = decoder(encoder(encoder_input)[2])\n",
        "VAE = keras.Model(encoder_input, decoder_out, name='VAE')\n",
        "\n",
        "VAE.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jek1XQ2oNUnb",
        "outputId": "b34ebfb1-d7fe-4580-fb52-32e12079ae41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"VAE\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_1 (InputLayer)        [(None, 14, 14, 1)]       0         \n",
            "                                                                 \n",
            " encoder (Functional)        [(None, 2),               7824      \n",
            "                              (None, 2),                         \n",
            "                              (None, 2)]                         \n",
            "                                                                 \n",
            " decoder (Functional)        (None, 14, 14, 1)         6841      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14665 (57.29 KB)\n",
            "Trainable params: 14665 (57.29 KB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Defining the loss**"
      ],
      "metadata": {
        "id": "4zRFmBKu-Efd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "beta = 1\n",
        "\n",
        "def vae_loss(true,pred):\n",
        "  reconstruction_loss = tf.reduce_mean(tf.reduce_sum(losses.binary_crossentropy(true,pred), axis=(1,2) ))\n",
        "\n",
        "  z_m = encoder(true)[0]\n",
        "  z_l_v = encoder(true)[1]\n",
        "\n",
        "  kl_div = tf.reduce_mean(tf.reduce_sum(-0.5*(1 + z_l_v - tf.square(z_m) - tf.exp(z_l_v)),1), -1)\n",
        "\n",
        "  return reconstruction_loss + beta*kl_div"
      ],
      "metadata": {
        "id": "CmLqVmtnMj1-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Training**"
      ],
      "metadata": {
        "id": "TFLWXdPu-I7J"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "lr_decay = tf.keras.optimizers.schedules.ExponentialDecay(initial_learning_rate=0.001, decay_steps=500000, decay_rate=0.996, staircase=True)\n",
        "optim = keras.optimizers.Adam(learning_rate = lr_decay)\n",
        "VAE.compile(optimizer=optim,loss=vae_loss)"
      ],
      "metadata": {
        "id": "CgbuzdhsUJ6w"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "history = VAE.fit(img_train, img_train, batch_size=batch_size, validation_data=(img_valid, img_valid), epochs=150, steps_per_epoch=None)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z0TPDvYTKgJb",
        "outputId": "8bd6c844-638c-4cc1-e759-788410f1f880"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/150\n",
            "938/938 [==============================] - 39s 33ms/step - loss: 57.9335 - val_loss: 49.9594\n",
            "Epoch 2/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 49.5566 - val_loss: 49.2117\n",
            "Epoch 3/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 49.0407 - val_loss: 48.7938\n",
            "Epoch 4/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 48.5785 - val_loss: 47.7170\n",
            "Epoch 5/150\n",
            "938/938 [==============================] - 25s 26ms/step - loss: 47.2361 - val_loss: 46.8026\n",
            "Epoch 6/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 46.6642 - val_loss: 46.4918\n",
            "Epoch 7/150\n",
            "938/938 [==============================] - 26s 27ms/step - loss: 46.3605 - val_loss: 46.2445\n",
            "Epoch 8/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 46.1626 - val_loss: 46.0761\n",
            "Epoch 9/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 45.9774 - val_loss: 45.8342\n",
            "Epoch 10/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 45.8116 - val_loss: 45.7932\n",
            "Epoch 11/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 45.6833 - val_loss: 45.6819\n",
            "Epoch 12/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 45.5505 - val_loss: 45.5355\n",
            "Epoch 13/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 45.4520 - val_loss: 45.3394\n",
            "Epoch 14/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 45.3582 - val_loss: 45.3847\n",
            "Epoch 15/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 45.3009 - val_loss: 45.2486\n",
            "Epoch 16/150\n",
            "938/938 [==============================] - 25s 27ms/step - loss: 45.2293 - val_loss: 45.2056\n",
            "Epoch 17/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 45.1789 - val_loss: 45.1189\n",
            "Epoch 18/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 45.1097 - val_loss: 45.0249\n",
            "Epoch 19/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 45.0626 - val_loss: 44.9998\n",
            "Epoch 20/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 45.0101 - val_loss: 44.9764\n",
            "Epoch 21/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.9840 - val_loss: 44.9550\n",
            "Epoch 22/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.9181 - val_loss: 44.8210\n",
            "Epoch 23/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.8729 - val_loss: 44.8648\n",
            "Epoch 24/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.8109 - val_loss: 44.7557\n",
            "Epoch 25/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 44.7841 - val_loss: 44.6956\n",
            "Epoch 26/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 44.7220 - val_loss: 44.6646\n",
            "Epoch 27/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 44.6811 - val_loss: 44.6062\n",
            "Epoch 28/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 44.6359 - val_loss: 44.6339\n",
            "Epoch 29/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.5856 - val_loss: 44.6508\n",
            "Epoch 30/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.5524 - val_loss: 44.5286\n",
            "Epoch 31/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.5100 - val_loss: 44.4347\n",
            "Epoch 32/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 44.4899 - val_loss: 44.4313\n",
            "Epoch 33/150\n",
            "938/938 [==============================] - 21s 23ms/step - loss: 44.4640 - val_loss: 44.4928\n",
            "Epoch 34/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.4328 - val_loss: 44.3825\n",
            "Epoch 35/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 44.3955 - val_loss: 44.3720\n",
            "Epoch 36/150\n",
            "938/938 [==============================] - 21s 23ms/step - loss: 44.3742 - val_loss: 44.2823\n",
            "Epoch 37/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.3564 - val_loss: 44.3299\n",
            "Epoch 38/150\n",
            "938/938 [==============================] - 20s 22ms/step - loss: 44.3114 - val_loss: 44.2603\n",
            "Epoch 39/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.2914 - val_loss: 44.2735\n",
            "Epoch 40/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.2920 - val_loss: 44.2957\n",
            "Epoch 41/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.2760 - val_loss: 44.2265\n",
            "Epoch 42/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.2468 - val_loss: 44.2049\n",
            "Epoch 43/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 44.2155 - val_loss: 44.1785\n",
            "Epoch 44/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 44.2044 - val_loss: 44.2130\n",
            "Epoch 45/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 44.1958 - val_loss: 44.2730\n",
            "Epoch 46/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.1760 - val_loss: 44.0597\n",
            "Epoch 47/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.1506 - val_loss: 44.0609\n",
            "Epoch 48/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.1441 - val_loss: 44.1052\n",
            "Epoch 49/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.1384 - val_loss: 44.0146\n",
            "Epoch 50/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.1101 - val_loss: 44.0558\n",
            "Epoch 51/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0865 - val_loss: 44.0378\n",
            "Epoch 52/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0604 - val_loss: 44.0287\n",
            "Epoch 53/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.0653 - val_loss: 44.0461\n",
            "Epoch 54/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 44.0657 - val_loss: 44.0025\n",
            "Epoch 55/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0746 - val_loss: 44.0395\n",
            "Epoch 56/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0204 - val_loss: 43.9599\n",
            "Epoch 57/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 44.0364 - val_loss: 43.8751\n",
            "Epoch 58/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0042 - val_loss: 43.9516\n",
            "Epoch 59/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 44.0048 - val_loss: 43.9469\n",
            "Epoch 60/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.9539 - val_loss: 44.0674\n",
            "Epoch 61/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.9793 - val_loss: 43.9175\n",
            "Epoch 62/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.9642 - val_loss: 43.8873\n",
            "Epoch 63/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 44.0130 - val_loss: 43.9029\n",
            "Epoch 64/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 43.9207 - val_loss: 43.9112\n",
            "Epoch 65/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.9504 - val_loss: 43.9011\n",
            "Epoch 66/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.8930 - val_loss: 43.8858\n",
            "Epoch 67/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.8998 - val_loss: 43.8829\n",
            "Epoch 68/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.9062 - val_loss: 43.8295\n",
            "Epoch 69/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.8881 - val_loss: 43.9692\n",
            "Epoch 70/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.8864 - val_loss: 44.0176\n",
            "Epoch 71/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8802 - val_loss: 43.7617\n",
            "Epoch 72/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.8615 - val_loss: 43.8211\n",
            "Epoch 73/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8800 - val_loss: 43.8112\n",
            "Epoch 74/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8556 - val_loss: 43.9182\n",
            "Epoch 75/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8661 - val_loss: 43.8807\n",
            "Epoch 76/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.8336 - val_loss: 43.8760\n",
            "Epoch 77/150\n",
            "938/938 [==============================] - 25s 27ms/step - loss: 43.8323 - val_loss: 43.7438\n",
            "Epoch 78/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8145 - val_loss: 43.7818\n",
            "Epoch 79/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8182 - val_loss: 43.7736\n",
            "Epoch 80/150\n",
            "938/938 [==============================] - 25s 27ms/step - loss: 43.8305 - val_loss: 43.7801\n",
            "Epoch 81/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8591 - val_loss: 43.7282\n",
            "Epoch 82/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.7736 - val_loss: 43.7740\n",
            "Epoch 83/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.8054 - val_loss: 43.8185\n",
            "Epoch 84/150\n",
            "938/938 [==============================] - 25s 27ms/step - loss: 43.7794 - val_loss: 43.7271\n",
            "Epoch 85/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.7763 - val_loss: 43.7230\n",
            "Epoch 86/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.7949 - val_loss: 43.7897\n",
            "Epoch 87/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.7590 - val_loss: 43.6102\n",
            "Epoch 88/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.7239 - val_loss: 43.7440\n",
            "Epoch 89/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.7431 - val_loss: 43.8397\n",
            "Epoch 90/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.7597 - val_loss: 43.7122\n",
            "Epoch 91/150\n",
            "938/938 [==============================] - 21s 23ms/step - loss: 43.7368 - val_loss: 43.6175\n",
            "Epoch 92/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.7078 - val_loss: 43.6107\n",
            "Epoch 93/150\n",
            "938/938 [==============================] - 25s 27ms/step - loss: 43.7333 - val_loss: 43.7308\n",
            "Epoch 94/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.7456 - val_loss: 43.5837\n",
            "Epoch 95/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.6937 - val_loss: 43.6048\n",
            "Epoch 96/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.6779 - val_loss: 43.8408\n",
            "Epoch 97/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.7671 - val_loss: 43.6458\n",
            "Epoch 98/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.7331 - val_loss: 43.9256\n",
            "Epoch 99/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.7925 - val_loss: 43.9487\n",
            "Epoch 100/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6974 - val_loss: 43.8993\n",
            "Epoch 101/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.7029 - val_loss: 43.6595\n",
            "Epoch 102/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.6529 - val_loss: 43.6724\n",
            "Epoch 103/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.6623 - val_loss: 43.5749\n",
            "Epoch 104/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6743 - val_loss: 43.7795\n",
            "Epoch 105/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6989 - val_loss: 43.7409\n",
            "Epoch 106/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6793 - val_loss: 43.6574\n",
            "Epoch 107/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.8345 - val_loss: 43.7130\n",
            "Epoch 108/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.7182 - val_loss: 43.8085\n",
            "Epoch 109/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6721 - val_loss: 43.7368\n",
            "Epoch 110/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.7186 - val_loss: 43.6919\n",
            "Epoch 111/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.7871 - val_loss: 43.5305\n",
            "Epoch 112/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6741 - val_loss: 43.5966\n",
            "Epoch 113/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6229 - val_loss: 43.6225\n",
            "Epoch 114/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6585 - val_loss: 43.5380\n",
            "Epoch 115/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 43.5986 - val_loss: 43.6858\n",
            "Epoch 116/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.6184 - val_loss: 43.5091\n",
            "Epoch 117/150\n",
            "938/938 [==============================] - 23s 24ms/step - loss: 43.6047 - val_loss: 43.5328\n",
            "Epoch 118/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 43.5972 - val_loss: 43.5961\n",
            "Epoch 119/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5878 - val_loss: 43.8052\n",
            "Epoch 120/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 43.5879 - val_loss: 43.4869\n",
            "Epoch 121/150\n",
            "938/938 [==============================] - 22s 23ms/step - loss: 43.6057 - val_loss: 43.6066\n",
            "Epoch 122/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.6322 - val_loss: 43.5441\n",
            "Epoch 123/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6438 - val_loss: 43.5194\n",
            "Epoch 124/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5897 - val_loss: 43.6037\n",
            "Epoch 125/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5864 - val_loss: 43.7144\n",
            "Epoch 126/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5594 - val_loss: 43.6912\n",
            "Epoch 127/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 43.5642 - val_loss: 43.4807\n",
            "Epoch 128/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5799 - val_loss: 43.5180\n",
            "Epoch 129/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5650 - val_loss: 43.6109\n",
            "Epoch 130/150\n",
            "938/938 [==============================] - 21s 22ms/step - loss: 43.6512 - val_loss: 43.5088\n",
            "Epoch 131/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.6138 - val_loss: 43.5551\n",
            "Epoch 132/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.5784 - val_loss: 43.5266\n",
            "Epoch 133/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.5174 - val_loss: 43.5028\n",
            "Epoch 134/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5552 - val_loss: 43.5707\n",
            "Epoch 135/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5639 - val_loss: 43.5852\n",
            "Epoch 136/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5589 - val_loss: 43.5051\n",
            "Epoch 137/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.6105 - val_loss: 43.4683\n",
            "Epoch 138/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5146 - val_loss: 43.5858\n",
            "Epoch 139/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.5445 - val_loss: 43.5197\n",
            "Epoch 140/150\n",
            "938/938 [==============================] - 24s 26ms/step - loss: 43.5070 - val_loss: 43.4603\n",
            "Epoch 141/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.4958 - val_loss: 43.4720\n",
            "Epoch 142/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5373 - val_loss: 43.4018\n",
            "Epoch 143/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5111 - val_loss: 43.4340\n",
            "Epoch 144/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.4650 - val_loss: 43.4436\n",
            "Epoch 145/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.5099 - val_loss: 43.4639\n",
            "Epoch 146/150\n",
            "938/938 [==============================] - 23s 25ms/step - loss: 43.5034 - val_loss: 43.5680\n",
            "Epoch 147/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5362 - val_loss: 43.4501\n",
            "Epoch 148/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.5127 - val_loss: 43.5243\n",
            "Epoch 149/150\n",
            "938/938 [==============================] - 22s 24ms/step - loss: 43.4612 - val_loss: 43.4141\n",
            "Epoch 150/150\n",
            "938/938 [==============================] - 24s 25ms/step - loss: 43.4537 - val_loss: 43.4645\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(history.history['loss'] )         # history.history is a dict with performance metrics as keys\n",
        "plt.plot(history.history['val_loss'])\n",
        "plt.title('model loss')\n",
        "plt.ylabel('loss')\n",
        "plt.xlabel('epoch')\n",
        "plt.legend(['train', 'val'], loc='upper left')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "SQoJYAvy4lgb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "outputId": "c53a2eff-ca32-4f26-9d8f-1f8983a7b77c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Visualizing the latent space**"
      ],
      "metadata": {
        "id": "5Ixn3jGT-P8u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_label_clusters(encoder, data, labels):\n",
        "    z_mean, _, _ = encoder(data)\n",
        "    plt.figure(figsize=(12, 10))\n",
        "    plt.scatter(z_mean[:, 0], z_mean[:, 1], c=labels)\n",
        "    plt.colorbar()\n",
        "    plt.xlabel(\"z[0]\")\n",
        "    plt.ylabel(\"z[1]\")\n",
        "    plt.show()\n",
        "\n",
        "\n",
        "\n",
        "plot_label_clusters(encoder, img_train,tg_train)       # gives the distribution of z_mean in the latent space, corresponding to different image classes (digits)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 855
        },
        "id": "Yu1yWNWTwFCj",
        "outputId": "76efb813-1df8-473a-f649-2f059b83e17e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_latent_space(n=20, figsize=15):              #taken directly from the keras documentation on VAEs\n",
        "    digit_size = 14\n",
        "    scale = 2.5\n",
        "    figure = np.zeros((digit_size * n, digit_size * n))\n",
        "    grid_x = np.linspace(-scale, scale, n)\n",
        "    grid_y = np.linspace(-scale, scale, n)[::-1]\n",
        "\n",
        "    for i, yi in enumerate(grid_y):\n",
        "        for j, xi in enumerate(grid_x):\n",
        "            z_sample = np.array([[xi, yi]])\n",
        "            x_decoded = decoder(z_sample)\n",
        "            digit = tf.reshape(x_decoded[0],(digit_size, digit_size))\n",
        "            figure[\n",
        "                i * digit_size : (i + 1) * digit_size,\n",
        "                j * digit_size : (j + 1) * digit_size,\n",
        "            ] = digit\n",
        "\n",
        "    plt.figure(figsize=(figsize, figsize))\n",
        "    start_range = digit_size // 2\n",
        "    end_range = n * digit_size + start_range\n",
        "    pixel_range = np.arange(start_range, end_range, digit_size)\n",
        "    sample_range_x = np.round(grid_x, 1)\n",
        "    sample_range_y = np.round(grid_y, 1)\n",
        "    plt.xticks(pixel_range, sample_range_x)\n",
        "    plt.yticks(pixel_range, sample_range_y)\n",
        "    plt.xlabel(\"z[0]\")\n",
        "    plt.ylabel(\"z[1]\")\n",
        "    plt.imshow(figure, cmap=\"Greys_r\")\n",
        "    plt.show()\n",
        "\n",
        "\n",
        "plot_latent_space()"
      ],
      "metadata": {
        "id": "RRNzW5blXSR6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d11f0faa-3122-46d5-9e39-98a8feae82a4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Plotting reconstructed and generated images**"
      ],
      "metadata": {
        "id": "JMhEA3YG-Vkv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_reconstruction(set, name,seed_val, epochs):     #name should be either 'training' or 'validation'\n",
        "  np.random.seed(seed_val)\n",
        "\n",
        "  tg_indices = np.random.randint(0,set.shape[0],size = 100)\n",
        "  img_sample = tf.convert_to_tensor(np.array(set)[tg_indices])\n",
        "  _,_,z_sample = encoder(img_sample)\n",
        "  img_recon = decoder(z_sample)\n",
        "\n",
        "  digits_recon = plt.figure(figsize=(21,10))    # we leave one column of difference between the 10x10 grid of training images and 10x10 of validation images\n",
        "\n",
        "  digits_recon.suptitle('Reconstructed images (right) from the ' + name + '-set after ' + str(epochs) + ' epochs: no regularisation in the encoder, decoder, beta=1, latent_dim = 10', fontweight= 'bold', y=0.93)\n",
        "\n",
        "  digits_recon.tight_layout()\n",
        "\n",
        "  for i in range(210):\n",
        "    digits_recon.add_subplot(10,21,i+1)\n",
        "    j = int(np.floor(i/21))\n",
        "    if (i%21) <10:\n",
        "      img = set[tg_indices[j*10 + (i%21)]]\n",
        "      plt.imshow(img, cmap='gray')\n",
        "      plt.axis('off')\n",
        "    elif (i%21)==10:\n",
        "      img = np.ones((14,14,1))\n",
        "      plt.imshow(img, cmap='gray')\n",
        "      plt.axis('off')\n",
        "    else:\n",
        "      img = img_recon[j*10 + (i%21) - 11]\n",
        "      plt.imshow(img, cmap='gray')\n",
        "      plt.axis('off')"
      ],
      "metadata": {
        "id": "UA0yxU8BbPdl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plot_reconstruction(img_train,'training',500,150)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 856
        },
        "id": "k8dZKSOQuZ-i",
        "outputId": "2d8e6b9b-6ff7-4018-a690-56f3cb78304f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2100x1000 with 210 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_reconstruction(img_valid,'validation',1000,150)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 856
        },
        "id": "9hkwy5Jiugbj",
        "outputId": "f7311ba1-4720-4e02-b1fa-96925469ac6e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2100x1000 with 210 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "BQwNq3Q9uwLk"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}