{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FTE/BTE Experiment for MNIST & Fashion-MNIST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an extension of the FTE/BTE experiments demonstrated on the CIFAR and food-101 datasets, we now look to examine the performance of progressive learning algorithms on the MNIST and fashion-MNIST datasets. \n", "\n", "Due to their similarity in structure, both containing 60,000 training and 10,000 testing samples of 28x28 grayscale images, MNIST and fashion-MNIST are ideal for studying recruitment between two different datasets. We are interested in obtaining benchmarks for how inter-dataset training performs, and do so using the FTE/BTE experiment." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from tensorflow import keras\n", "\n", "import functions.fte_bte_mnist_functions as fn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This notebook tutorial uses functions stored externally within `functions/fte_bte_mnist_functions.py` to simplify presentation of code. These functions are imported above, along with other libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Benchmark Individual Datasets\n", "\n", "Before we compare performance between datasets, we begin by first benchmarking the individual datasets, such that we are able to compare relative performance. We run the FTE/BTE experiments on MNIST and Fashion-MNIST individually." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import Data\n", "\n", "First, let's import the data. Both the MNIST and Fashion-MNIST datasets can be imported via the `keras` package." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "(\n", " (MNIST_x_train, MNIST_y_train),\n", " (MNIST_x_test, MNIST_y_test),\n", ") = keras.datasets.mnist.load_data()\n", "\n", "MNIST_x_data = np.concatenate((MNIST_x_train, MNIST_x_test))\n", "MNIST_y_data = np.concatenate((MNIST_y_train, MNIST_y_test))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "(\n", " (FASHION_x_train, FASHION_y_train),\n", " (FASHION_x_test, FASHION_y_test),\n", ") = keras.datasets.fashion_mnist.load_data()\n", "\n", "FASHION_x_data = np.concatenate((FASHION_x_train, FASHION_x_test))\n", "FASHION_y_data = np.concatenate((FASHION_y_train, FASHION_y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define Hyperparameters\n", "\n", "Next, let's define the hyperparameters to be used for the experiment, which are as follows:\n", "- `model`: model to be used for FTE/BTE experiment\n", "- `num_tasks`: number of tasks\n", "- `num_trees`: number of trees\n", "- `num_points_per_task`: number of samples to take from the data set for each task\n", "- `reps`: number of repetitions" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "### MAIN HYPERPARAMS ###\n", "model = \"uf\"\n", "num_tasks = 5\n", "num_trees = 10\n", "num_points_per_task = 500\n", "reps = 100\n", "########################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, for the individual datasets, we are using a forest with `10` trees. From the `5` tasks, each of which contains 2 different labels, we take `500` samples randomly and run the experiment on it. This is repeated `100` times." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST \n", "\n", "First, let's look at MNIST, which contains images of handwritten numerical digits from 0-9. Since we are using 5 tasks, each task contains data for two numbers. \n", "\n", "We call the function to run the experiment:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "accuracy_all_task = fn.run_experiment(\n", " MNIST_x_data, MNIST_y_data, num_tasks, num_points_per_task\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we calculate the accuracy over tasks, as well as the forwards transfer efficiency (FTE), backwards transfer efficiency (BTE), and the overall transfer efficiency (TE). Given these values, we can plot them as follows:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acc, bte, fte, te = fn.calculate_results(accuracy_all_task, num_tasks)\n", "fn.plot_results(acc, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fashion-MNIST\n", "\n", "Next, we do the same for Fashion-MNIST, which contains images of clothing. Each task contains randomly selected images of two pieces of clothing.\n", "\n", "We call the function to run the experiment:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "accuracy_all_task = fn.run_experiment(\n", " FASHION_x_data, FASHION_y_data, num_tasks, num_points_per_task\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we again calculate the accuracy over tasks, as well as the forwards transfer efficiency (FTE), backwards transfer efficiency (BTE), and the overall transfer efficiency (TE). Given these values, we can plot them as follows:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acc, bte, fte, te = fn.calculate_results(accuracy_all_task, num_tasks)\n", "fn.plot_results(acc, bte, fte, te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FTE/BTE Between Datasets\n", "\n", "Now that the individual datasets' transfer capabilities have been evaluated, let's look at how learning transfers between different datasets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Update Hyperparameters\n", "\n", "For this, we want to use the first dataset as the first task and the second dataset as the second task, which makes it two tasks of 10 labels each. We therefore update the hyperparameters such that `num_tasks = 2`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "### MAIN HYPERPARAMS ###\n", "model = \"uf\"\n", "num_tasks = 2\n", "num_trees = 10\n", "num_points_per_task = 500\n", "reps = 100\n", "########################" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reformat Data\n", "\n", "Since we want to train between the datasets," ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "x_data = np.concatenate((FASHION_x_data, MNIST_x_data))\n", "y_data = np.concatenate((FASHION_y_data, MNIST_y_data + 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST -> Fashion-MNIST\n", "\n", "Now, we run the experiment across datasets, calling the function as follows:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": true }, "outputs": [], "source": [ "accuracy_all_task = fn.run_experiment(x_data, y_data, num_tasks, num_points_per_task)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given the accuracies, we calculate accuracies and transfer efficiencies, and then plot the results:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "acc, bte, fte, te = fn.calculate_results(accuracy_all_task, num_tasks)\n", "fn.plot_results(acc, bte, fte, te)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }