Evolving Architectures for CNNs Using GA.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "GeneticAlgorithm.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3kAr-ZiIC4PT",
        "outputId": "2d52e967-29e2-4953-8eca-dc982a8f4fa5"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "uxxIhXuapRH_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a5d86380-5bdc-4ef0-e419-70e0f2b5ac30"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ],
      "source": [
        "!unzip \"/content/drive/MyDrive/data/x224.zip\" -d \"/content/data/\""
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "import os\n",
        "from network import Network\n",
        "from inout import compute_parent\n",
        "from random import randint, sample\n",
        "from utilities import load_dataset, order_indexes, plot_training, plot_statistics, load_network\n",
        "from copy import deepcopy\n",
        "\n",
        "tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)      # suppress messages from Tensorflow\n",
        "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'"
      ],
      "metadata": {
        "id": "HhGYWvf8p5ZD"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def initialize_population(population_size, dataset):\n",
        "    print(\"----->Initializing Population\")\n",
        "    daddy = compute_parent(dataset)                                 # load parent from input\n",
        "    population = [daddy]\n",
        "    for it in range(1, population_size):\n",
        "        population.append(daddy.asexual_reproduction(it, dataset))\n",
        "\n",
        "    # sort population on ascending order based on fitness\n",
        "    return sorted(population, key=lambda cnn: cnn.fitness)\n",
        "\n",
        "\n",
        "def selection(k, population, num_population):\n",
        "    if k == 0:                                              # elitism selection\n",
        "        print(\"----->Elitism selection\")\n",
        "        return population[0], population[1]\n",
        "    elif k == 1:                                            # tournament selection\n",
        "        print(\"----->Tournament selection\")\n",
        "        i = randint(0, num_population - 1)\n",
        "        j = i\n",
        "        while j < num_population - 1:\n",
        "            j += 1\n",
        "            if randint(1, 100) <= 50:\n",
        "                return population[i], population[j]\n",
        "        return population[i], population[0]\n",
        "    else:                                                   # proportionate selection\n",
        "        print(\"----->Proportionate selection\")\n",
        "        cum_sum = 0\n",
        "        for i in range(num_population):\n",
        "            cum_sum += population[i].fitness\n",
        "        perc_range = []\n",
        "        for i in range(num_population):\n",
        "            count = 100 - int(100 * population[i].fitness / cum_sum)\n",
        "            for j in range(count):\n",
        "                perc_range.append(i)\n",
        "        i, j = sample(range(1, len(perc_range)), 2)\n",
        "        while i == j:\n",
        "            i, j = sample(range(1, len(perc_range)), 2)\n",
        "        return population[perc_range[i]], population[perc_range[j]]\n",
        "\n",
        "\n",
        "def crossover(parent1, parent2, it):\n",
        "    print(\"----->Crossover\")\n",
        "    child = Network(it)\n",
        "\n",
        "    first, second = None, None\n",
        "    if randint(0, 1):\n",
        "        first = parent1\n",
        "        second = parent2\n",
        "    else:\n",
        "        first = parent2\n",
        "        second = parent1\n",
        "\n",
        "    child.block_list = deepcopy(first.block_list[:randint(1, len(first.block_list) - 1)]) \\\n",
        "                       + deepcopy(second.block_list[randint(1, len(second.block_list) - 1):])\n",
        "\n",
        "    order_indexes(child)                            # order the indexes of the blocks\n",
        "\n",
        "    return child\n",
        "\n",
        "\n",
        "def genetic_algorithm(num_population, num_generation, num_offspring, dataset):\n",
        "    print(\"Genetic Algorithm\")\n",
        "\n",
        "    population = initialize_population(num_population, dataset)\n",
        "\n",
        "    print(\"\\n-------------------------------------\")\n",
        "    print(\"Initial Population:\")\n",
        "    for cnn in population:\n",
        "        print(cnn.name, ': ', cnn.fitness)\n",
        "    print(\"--------------------------------------\\n\")\n",
        "\n",
        "    # for printing statistics about fitness and number of parameters of the best individual\n",
        "    stats = [(population[0].fitness, population[0].model.count_params())]\n",
        "\n",
        "    for gen in range(1, num_generation + 1):\n",
        "\n",
        "        '''\n",
        "            k is the selection parameter:\n",
        "                k = 0 -> elitism selection\n",
        "                k = 1 -> tournament selection\n",
        "                k = 2 -> proportionate selection\n",
        "        '''\n",
        "        k = randint(0, 2)\n",
        "\n",
        "        print(\"\\n------------------------------------\")\n",
        "        print(\"Generation\", gen)\n",
        "        print(\"-------------------------------------\")\n",
        "\n",
        "        for c in range(num_offspring):\n",
        "\n",
        "            print(\"\\nCreating Child\", c)\n",
        "\n",
        "            parent1, parent2 = selection(k, population, num_population)                 # selection\n",
        "            print(\"Selected\", parent1.name, \"and\", parent2.name, \"for reproduction\")\n",
        "\n",
        "            child = crossover(parent1, parent2, c + num_population)                     # crossover\n",
        "            print(\"Child has been created\")\n",
        "\n",
        "            print(\"----->Soft Mutation\")\n",
        "            child.layer_mutation(dataset)                                               # mutation\n",
        "            child.parameters_mutation()\n",
        "            print(\"Child has been mutated\")\n",
        "\n",
        "            model = child.build_model()                                                 # evaluation\n",
        "\n",
        "            while model == -1:\n",
        "                child = crossover(parent1, parent2, c + num_population)\n",
        "                child.block_mutation(dataset)\n",
        "                child.layer_mutation(dataset)\n",
        "                child.parameters_mutation()\n",
        "                model = child.build_model()\n",
        "\n",
        "            child.train_and_evaluate(model, dataset)\n",
        "\n",
        "            if child.fitness < population[-1].fitness:                                  # evolve population\n",
        "                print(\"----->Evolution: Child\", child.name, \"with fitness\", child.fitness, \"replaces parent \", end=\"\")\n",
        "                print(population[-1].name, \"with fitness\", population[-1].fitness)\n",
        "                name = population[-1].name\n",
        "                population[-1] = deepcopy(child)\n",
        "                population[-1].name = name\n",
        "                population = sorted(population, key=lambda net: net.fitness)\n",
        "            else:\n",
        "                print(\"----->Evolution: Child\", child.name, \"with fitness\", child.fitness, \"is discarded\")\n",
        "\n",
        "        stats.append((population[0].fitness, population[0].model.count_params()))\n",
        "\n",
        "    print(\"\\n\\n-------------------------------------\")\n",
        "    print(\"Final Population\")\n",
        "    print(\"-------------------------------------\\n\")\n",
        "    for cnn in population:\n",
        "        print(cnn.name, ': ', cnn.fitness)\n",
        "\n",
        "    print(\"\\n-------------------------------------\")\n",
        "    print(\"Stats\")\n",
        "    for i in range(len(stats)):\n",
        "        print(\"Best individual at generation\", i + 1, \"has fitness\", stats[i][0], \"and parameters\", stats[i][1])\n",
        "    print(\"-------------------------------------\\n\")\n",
        "\n",
        "    # plot the fitness and the number of parameters of the best individual at each iteration\n",
        "    plot_statistics(stats)\n",
        "\n",
        "    return population[0]"
      ],
      "metadata": {
        "id": "z9l46CVaqwXu"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "batch_size = 32                         # the number of training examples in one forward/backward pass\n",
        "epochs = 30                              # number of forward and backward passes of all the training examples\n",
        "\n",
        "'''\n",
        "    dataset contains the hyper parameters for loading data and the dataset:\n",
        "        dataset = {\n",
        "            'batch_size': batch_size,\n",
        "            'num_classes': num_classes,\n",
        "            'epochs': epochs,\n",
        "            'x_train': x_train,\n",
        "            'x_test': x_test,\n",
        "            'y_train': y_train,\n",
        "            'y_test': y_test\n",
        "        }\n",
        "'''\n",
        "dataset = load_dataset('/content/data/content/x224/train/', '/content/data/content/x224/test/', \n",
        "                        batch_size, epochs)\n",
        "\n",
        "num_population = 10\n",
        "num_generation = 10\n",
        "num_offspring = 10"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FQG1ycfUq8dI",
        "outputId": "fafd013c-fd09-4256-b271-d20d05022d62"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 20264 images belonging to 8 classes.\n",
            "Found 2533 images belonging to 8 classes.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Loading training images: 100%|\u001b[38;2;209;179;125m██████████\u001b[0m| 20264/20264 [00:27<00:00, 738.47it/s]\n",
            "Loading tesing images: 100%|\u001b[38;2;20;130;247m██████████\u001b[0m| 2533/2533 [00:03<00:00, 745.74it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Batch Size --> 32\n",
            "Num of Classes --> 8\n",
            "Num of Epochs --> 30\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# plot the best model obtained\n",
        "optCNN = genetic_algorithm(num_population, num_generation, num_offspring, dataset)\n",
        "\n",
        "# plot the training and validation loss and accuracy\n",
        "num_epoch = 30\n",
        "model = optCNN.build_model()\n",
        "model.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n",
        "history = model.fit(dataset['x_train'],\n",
        "                    dataset['y_train'],\n",
        "                    batch_size=dataset['batch_size'],\n",
        "                    epochs=num_epoch,\n",
        "                    validation_data=(dataset['x_test'], dataset['y_test']),\n",
        "                    shuffle=True)\n",
        "optCNN.model = model                                        # model\n",
        "optCNN.fitness = history.history['val_loss'][-1]            # fitness\n",
        "\n",
        "print(\"\\n\\n-------------------------------------\")\n",
        "print(\"The initial CNN has been evolved successfully in the individual\", optCNN.name)\n",
        "print(\"-------------------------------------\\n\")\n",
        "daddy = load_network('parent_0')\n",
        "model = tf.keras.models.load_model('parent_0.h5')\n",
        "print(\"\\n\\n-------------------------------------\")\n",
        "print(\"Summary of initial CNN\")\n",
        "print(model.summary())\n",
        "print(\"Fitness of initial CNN:\", daddy.fitness)\n",
        "\n",
        "print(\"\\n\\n-------------------------------------\")\n",
        "print(\"Summary of evolved individual\")\n",
        "print(optCNN.model.summary())\n",
        "print(\"Fitness of the evolved individual:\", optCNN.fitness)\n",
        "print(\"-------------------------------------\\n\")\n",
        "\n",
        "plot_training(history)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JHorIcp50Iwf",
        "outputId": "28b3c3e9-627e-4aa4-da0f-104db5e6c8d0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Genetic Algorithm\n",
            "----->Initializing Population\n",
            "Training parent_0\n",
            "Epoch 1/30\n"
          ]
        }
      ]
    }
  ]
}