diff --git a/experimental/fenoman_comnst.ipynb b/experimental/fenoman_comnst.ipynb deleted file mode 100644 index 7741e6b..0000000 --- a/experimental/fenoman_comnst.ipynb +++ /dev/null @@ -1,295 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "fenoman-comnst.ipynb", - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "id": "hjQyE_ko3mCq", - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "from matplotlib import rc\n", - "import numpy as np\n", - "import matplotlib as mpl\n", - "import re" - ] - }, - { - "cell_type": "code", - "source": [ - "traditional_ml_str = \"\"\n", - "with open('/content/traditional_ml_output.v1.txt', 'r') as file:\n", - " traditional_ml_str = file.readlines()" - ], - "metadata": { - "id": "QrlBKmc94D6u", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 4, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "type(traditional_ml_str)" - ], - "metadata": { - "id": "r_2bog9X4Q_f", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# ACCURACY\n", - "traditional_ml_str_list_acc = traditional_ml_str[1].split(': ')[1].replace('[','').replace(']','').replace(' ','').split(',')\n", - "# LOSS\n", - "traditional_ml_str_list_loss = traditional_ml_str[0].split(': ')[1].replace('[','').replace(']','').replace(' ','').split(',')" - ], - "metadata": { - "id": "vwsVU-Lk4cIR", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 17, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "traditional_ml_float_list_acc = [float(x) for x in traditional_ml_str_list_acc]\n", - "traditional_ml_float_list_loss = [float(x) for x in traditional_ml_str_list_loss]" - ], - "metadata": { - "id": "yF4sZtXR4esJ", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 18, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "fl_ml_str = \"\"\n", - "with open('/content/fl_ml_output.v1.txt', 'r') as file:\n", - " fl_ml_str = file.readlines()" - ], - "metadata": { - "id": "qilnEAA-5W-Z", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 21, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "fl_ml_str" - ], - "metadata": { - "id": "UJjauMox5mGN", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "# YOU HAVE TO COPY THE FIRST 15 VALUES OF MODEL INITIAL BY HAND (MODEL INITIAL IS SET TO 15 EPOCHS) \n" - ], - "metadata": { - "id": "I2Wmj12hDtJC", - "pycharm": { - "name": "#%% md\n" - } - } - }, - { - "cell_type": "code", - "source": [ - "fl_ml_float_list_acc = [0.6677, 0.7748, 0.8038, 0.8229, 0.8362, 0.8530, 0.8652, 0.8737, 0.8817, 0.8879, 0.8937, 0.8971, 0.8996, 0.9013, 0.9036]\n", - "\n", - "for value in fl_ml_str[1].split('[')[1].replace(']', '').replace(' ', '').replace('}','').replace('\\n','').split('),('):\n", - " percentage_only_str = value.split(',')[1].replace(')','')\n", - " fl_ml_float_list_acc.append(float(percentage_only_str))" - ], - "metadata": { - "id": "3XDCNaLl5m-D", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 45, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "fl_ml_float_list_loss = [1.2678, 0.8240, 0.7150, 0.6326, 0.5629, 0.5105, 0.4723, 0.4448, 0.4241, 0.4085, 0.3954, 0.3838, 0.3741, 0.3662, 0.3581]\n", - "\n", - "for value in fl_ml_str[0].split('[')[1].replace(']', '').replace(' ', '').replace('}','').replace('\\n','').split('),('):\n", - " percentage_only_str = value.split(',')[1].replace(')','')\n", - " fl_ml_float_list_loss.append(float(percentage_only_str))" - ], - "metadata": { - "id": "qqYyQa3o55W-", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 46, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# ACC centralized vs regular\n", - "\n", - "fig, ax = plt.subplots(dpi=300)\n", - "mpl.style.use('seaborn-pastel')\n", - "plt.grid(which='both', color='silver', linestyle='--', linewidth=0.5)\n", - "\n", - "p1, = ax.plot(range(1,101,1), traditional_ml_float_list_acc, label='Centralized learning', linestyle='-.', color='green')\n", - "p2, = ax.plot(range(1, 16, 1), fl_ml_float_list_acc[:15], label='Federated learning (server-side model initialization)', linestyle=':', color='red')\n", - "p3, = ax.plot(range(15, 101, 1), fl_ml_float_list_acc[14:100], label='Federated learning (client-side model training)', color='orange')\n", - "\n", - "ax.legend(handles=[p1, p2, p3], shadow=True, bbox_to_anchor=(0, 1.02, 1, 0.2), loc=\"lower left\", mode=\"expand\",\n", - " borderaxespad=0, ncol=1, fancybox=True)\n", - "\n", - "ax.set_xlabel('Training Round [Count]')\n", - "ax.set_ylabel('Accuracy [Percentage]')\n", - "\n", - "current_values = plt.gca().get_yticks()\n", - "plt.gca().set_yticklabels(['{:.2f}'.format(x) for x in current_values])\n", - "\n", - "plt.show()\n", - "\n", - "fig.savefig('fl-ml-acc.png', bbox_inches = 'tight')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "UhMyBwIt696_", - "outputId": "47a96e1f-3c76-4821-9ed2-998e525c8e7f", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 91, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "# LOSS centralized vs regular\n", - "\n", - "fig, ax = plt.subplots(dpi=300)\n", - "mpl.style.use('seaborn-pastel')\n", - "plt.grid(which='both', color='silver', linestyle='--', linewidth=0.5)\n", - "\n", - "p1, = ax.plot(range(1,101,1), traditional_ml_float_list_loss, label='Centralized learning', linestyle='-.', color='green')\n", - "p2, = ax.plot(range(1, 16, 1), fl_ml_float_list_loss[:15], label='Federated learning (server-side model initialization)', linestyle=':', color='red')\n", - "p3, = ax.plot(range(15, 101,1), fl_ml_float_list_loss[14:100], label='Federated learning (client-side model training)', color='orange')\n", - "\n", - "ax.legend(handles=[p1, p2, p3], shadow=True, bbox_to_anchor=(0, 1.02, 1, 0.2), loc=\"lower left\", mode=\"expand\",\n", - " borderaxespad=0, ncol=1, fancybox=True)\n", - "\n", - "current_values = plt.gca().get_yticks()\n", - "plt.gca().set_yticklabels(['{:.2f}'.format(x) for x in current_values])\n", - "\n", - "ax.set_xlabel('Training Round [Count]')\n", - "ax.set_ylabel('Loss [Percentage]')\n", - "plt.show()\n", - "\n", - "fig.savefig('fl-ml-loss.png', bbox_inches = 'tight')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "j4NNxzNd7w8_", - "outputId": "4dbe18e9-71a3-4443-dc2c-926b7a44256b", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 92, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [], - "metadata": { - "id": "R878KjvM8N6b", - "pycharm": { - "name": "#%%\n" - } - }, - "execution_count": 48, - "outputs": [] - } - ] -} \ No newline at end of file diff --git a/experimental/traiditonal_ml.py b/experimental/traiditonal_ml.py deleted file mode 100644 index 873b2fc..0000000 --- a/experimental/traiditonal_ml.py +++ /dev/null @@ -1,59 +0,0 @@ -import tensorflow as tf -import flwr as fl -from typing import Any -from data.data import data -from keras import backend as K - - -def recall_m(y_true, y_pred): - true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1))) - possible_positives = K.sum(K.round(K.clip(y_true, 0, 1))) - recall = true_positives / (possible_positives + K.epsilon()) - return recall - - -def precision_m(y_true, y_pred): - true_positives = K.sum(K.round(K.clip(y_true * y_pred, 0, 1))) - predicted_positives = K.sum(K.round(K.clip(y_pred, 0, 1))) - precision = true_positives / (predicted_positives + K.epsilon()) - return precision - - -def f1_m(y_true, y_pred): - precision = precision_m(y_true, y_pred) - recall = recall_m(y_true, y_pred) - return 2*((precision*recall)/(precision+recall+K.epsilon())) - - -def main(): - model = tf.keras.Sequential() - model.add(tf.keras.layers.Dense(13, input_dim=13, activation='relu')) - model.add(tf.keras.layers.Dense(200, activation='relu')) - model.add(tf.keras.layers.Dense(171, activation='softmax')) - - model.compile("adam", "sparse_categorical_crossentropy", metrics=["accuracy",f1_m,precision_m, recall_m]) - - x_train, y_train, x_val, y_val = data.load_data() - - history = model.fit( - x_train, - y_train, - batch_size=64, - epochs=2, - # We pass some validation for - # monitoring validation loss and metrics - # at the end of each epoch - validation_data=(x_val, y_val), - ) - - print(f'loss: {history.history["loss"]}') - print(f'accuracy: {history.history["accuracy"]}') - print(history.history) - - #with open("traditional_ml_output.txt", "w") as f: - # f.write(f'loss: {history.history["loss"]}\n') - # f.write(f'accuracy: {history.history["accuracy"]}') - - -if __name__ == '__main__': - main()