{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Recruitment Experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In developing omnidirectional learning algorithms, prior work has involved two main approaches: building and reallocating. Building involves adding new resources to support the arrival of new data, whereas reallocation involves compression of representations to make room for new ones. However, biologically, there is a spectrum between these two modes.\n", "\n", "In order to examine whether current resources could be better leveraged, we test a range of approaches: **recruitment** of the best-performing existing trees, **building** new trees completely (the default approach used by omnidirectional forests), ignoring all prior trees (essentially an uncertainty forest), and a **hybrid** between building and recruitment.\n", "\n", "This experiment examines the performance of these four approaches based on the available training sample size." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from tensorflow import keras\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "import functions.recruitment_functions as fn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This notebook tutorial uses functions stored externally within `functions/recruitment_functions.py` to simplify presentation of code. These functions are imported above, along with other libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recruitment Within Datasets: CIFAR10x10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The CIFAR-100 Dataset\n", "\n", "The classification problem that we examine in this tutorial makes use of the [CIFAR-100 dataset](https://www.cs.toronto.edu/~kriz/cifar.html), which is a labeled subset of the 80 million tiny images dataset. There are 100 classes (\"fine\" labels), containing 600 32x32-pixel images each (500 training and 100 testing). These 100 classes are grouped into 20 superclasses (\"coarse\" labels). Let's import the data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# import data\n", "(X_train, y_train), (X_test, y_test) = keras.datasets.cifar100.load_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To give a quick overview of what these data look like, let's plot the first five images in the training dataset." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot example data\n", "plt.figure(figsize=(15, 3))\n", "plt.imshow(np.hstack((X_train[0], X_train[1], X_train[2], X_train[3], X_train[4])))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have imported the CIFAR-100 dataset, we can prepare to run the experiment. The function for running the experiment, `experiment`, can be found within `functions/recruitment_functions.py`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first declare the hyperparameters to be used for the experiment, which are as follows:\n", "- `ntrees`: number of trees\n", "- `reps`: number of repetitions to run the experiment for\n", "- `estimation_set`: size of set used to train for 10th task, given as proportion (`1-estimation_set` is the size of the set used for validation, the selection of best trees)\n", "- `num_points_per_task`: total number of points per run\n", "- `num_points_per_forest`: number of points per forest (each training iteration/task)\n", "- `task_10_sample`: number of samples to train on for the 10th task" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "############################\n", "### Main hyperparameters ###\n", "############################\n", "ntrees = 50\n", "reps = 4 # use 30 reps for the paper plot\n", "estimation_set = 0.63\n", "num_points_per_task = 5000\n", "num_points_per_forest = 500\n", "task_10_sample = 10 * np.array([10, 50, 100, 200, 350, 500])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the images are presented as 3D arrays, where the third dimension contains the values of the red, blue, and green channels, respectively, and are divided into training and testing sets of size 500 and 100, as mentioned earlier, we must do a little more preprocessing to get these data into a form suited for the progressive learner.\n", "\n", "Here, we recombine the pre-established training and testing sets into one large dataset and reshape the arrays into a 1-dimensional string of numbers. We then call the `sort_data` command to divide the data into training and testing sets for each task." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# reformat data\n", "data_x = np.concatenate([X_train, X_test])\n", "data_x = data_x.reshape(\n", " (data_x.shape[0], data_x.shape[1] * data_x.shape[2] * data_x.shape[3])\n", ")\n", "data_y = np.concatenate([y_train, y_test])\n", "data_y = data_y[:, 0]\n", "\n", "# sort data\n", "(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", ") = fn.sort_data(data_x, data_y, num_points_per_task)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To replicate the experiment found in [Vogelstein, et al. (2020)](https://arxiv.org/pdf/2004.12908.pdf), we use the hyperparameter values established previously to train a lifelong forest on the first nine CIFAR 10x10 tasks, where we have `50` trees (`ntrees`) and `500` samples (`num_points_per_forest`) for each set.\n", "\n", "For the 10th task, we use training sample sizes ranging from `100` to `5000` (`task_10_sample`) and obtain generalization errors for each of the following approaches:\n", "1. **Building (default for omnidirectional forests)**, which involves training `ntrees=50` new trees,\n", "2. **Uncertainty forest**, which ignores all prior trees,\n", "3. **Recruiting**, which selects the `ntrees=50` (out of all 450 existing trees) that perform best on the newly introduced 10th task, and\n", "4. **Hybrid**, which both builds `ntrees/2=25` new trees and recruits the `ntrees/2=25` best-performing trees.\n", "\n", "Let's call our `experiment` function and give it a run!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "doing 100 samples for 0 th rep\n", "doing 100 samples for 1 th rep\n", "doing 100 samples for 2 th rep\n", "doing 100 samples for 3 th rep\n", "doing 500 samples for 0 th rep\n", "doing 500 samples for 1 th rep\n", "doing 500 samples for 2 th rep\n", "doing 500 samples for 3 th rep\n", "doing 1000 samples for 0 th rep\n", "doing 1000 samples for 1 th rep\n", "doing 1000 samples for 2 th rep\n" ] } ], "source": [ "# run the experiment\n", "mean_acc_dict, std_acc_dict = fn.experiment(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", " ntrees,\n", " reps,\n", " estimation_set,\n", " num_points_per_task,\n", " num_points_per_forest,\n", " task_10_sample,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see from the code above, our `experiment` function returns two dictionaries,`mean_acc_dict` and `std_acc_dict`, that respectively contain the means and standard deviations of the generalization errors for each approach (building, UF, recruiting, hybrid) over all repetitions. The dictionary keys correspond to each approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing the Results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the results of the experiment through the `recruitment_plot` function, which can be found in `functions/recruitment_functions.py`." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot results\n", "fn.recruitment_plot(mean_acc_dict, std_acc_dict, task_10_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From these results, we see that lifelong forests outperform all other approaches except at 5000 task 10 samples, which illustrate how relative performance depends on available resources and sample size." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Recruitment Between Datasets: MNIST/Fashion-MNIST" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another thing that is of interest is whether we are able to show improvement in performance *between* similar datasets and how the four schemes (recruitment, building, UF, and hybrid) impact this performance. For this, we look to the MNIST and Fashion-MNIST datasets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### MNIST & Fashion-MNIST Datasets\n", "\n", "The MNIST dataset contains 60,000 training samples and 10,000 testing samples of handwritten numerical digits (from 0-9), presented as 28x28 grayscale images. Fashion-MNIST, similarly, also contains 60,000 training and 10,000 testing samples in the form of 28x28 grayscale images, and it was intended to serve as an alternative to MNIST for benchmarking machine learning algorithms. These features make the two datasets ideal for studying recruitment between two datasets due to their similarity in structure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recruitment on MNIST and Fashion-MNIST Individually\n", "Before we are able to examine the recruitment performance between datasets, it is important that\n", "we first look at their individual performance, so that we have a rough benchmark for how these\n", "datasets will perform. We use the same hyperparameters for the benchmarking recruitment, as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "############################\n", "### Main hyperparameters ###\n", "############################\n", "ntrees = 50\n", "n_tasks = 5\n", "reps = 5\n", "estimation_set = 0.63\n", "num_points_per_task = 10000\n", "num_points_per_forest = 1000\n", "test_points_per_task = 1000\n", "task_10_sample = 10 * np.array([10, 50, 100, 200, 350, 500, 1000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen above, we are using 5 tasks for each dataset, meaning that each task contains the data\n", "for two numbers (in the case of MNIST) or two clothing types (in the case of Fashion-MNIST)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Recruitment on MNIST\n", "\n", "The MNIST results are as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# import and sort data\n", "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n", "(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", ") = fn.sort_data_mnist(\n", " x_train, y_train, x_test, y_test, num_points_per_task, test_points_per_task, n_tasks\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# run the experiment\n", "mean_acc_dict, std_acc_dict = fn.experiment_mnist(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", " ntrees,\n", " n_tasks,\n", " reps,\n", " estimation_set,\n", " num_points_per_task,\n", " num_points_per_forest,\n", " task_10_sample,\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot results\n", "fn.recruitment_plot_mnist(mean_acc_dict, std_acc_dict, task_10_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Recruitment on Fashion-MNIST\n", "Likewise, the Fashion-MNIST results are as follows:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# import and sort data\n", "(x_train, y_train), (x_test, y_test) = keras.datasets.fashion_mnist.load_data()\n", "(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", ") = fn.sort_data_mnist(\n", " x_train, y_train, x_test, y_test, num_points_per_task, test_points_per_task, n_tasks\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# run the experiment\n", "mean_acc_dict, std_acc_dict = fn.experiment_mnist(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", " ntrees,\n", " n_tasks,\n", " reps,\n", " estimation_set,\n", " num_points_per_task,\n", " num_points_per_forest,\n", " task_10_sample,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot results\n", "fn.recruitment_plot_mnist(mean_acc_dict, std_acc_dict, task_10_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both MNIST and Fashion-MNIST display improvement in generalization error as the number of samples on the last task increases for all schemes except recruiting forests." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Recruitment Between MNIST and Fashion-MNIST\n", "\n", "Now that we have the data for the individual datasets, let's look at the performance between the two.\n", "Essentially, we set the MNIST data as the first task and Fashion-MNIST as the second task, with\n", "ten labels in each task. For this, we use the following hyperparameters:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "############################\n", "### Main hyperparameters ###\n", "############################\n", "ntrees = 50\n", "n_tasks = 2\n", "reps = 5 # 30\n", "estimation_set = 0.63\n", "num_points_per_task = 50000\n", "num_points_per_forest = 25000\n", "test_points_per_task = 10000\n", "task_10_sample = 10 * np.array([10, 50, 100, 500, 1000, 2500, 5000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run the experiment, as before.\n", "\n", "First, we load the data:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# import data\n", "(\n", " (mnist_x_train, mnist_y_train),\n", " (mnist_x_test, mnist_y_test),\n", ") = keras.datasets.mnist.load_data()\n", "(\n", " (fmnist_x_train, fmnist_y_train),\n", " (fmnist_x_test, fmnist_y_test),\n", ") = keras.datasets.fashion_mnist.load_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we reformat it and sort into train and test samples:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# reformat data\n", "x_train = np.concatenate((mnist_x_train, fmnist_x_train), axis=0)\n", "x_test = np.concatenate((mnist_x_test, fmnist_x_test), axis=0)\n", "y_train = np.concatenate((mnist_y_train, fmnist_y_train + 10), axis=0)\n", "y_test = np.concatenate((mnist_y_test, fmnist_y_test + 10), axis=0)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# sort data\n", "(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", ") = fn.sort_data_mnist(\n", " x_train, y_train, x_test, y_test, num_points_per_task, test_points_per_task, n_tasks\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we run the experiment:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# run the experiment\n", "mean_acc_dict, std_acc_dict = fn.experiment_mnist(\n", " train_x_across_task,\n", " train_y_across_task,\n", " test_x_across_task,\n", " test_y_across_task,\n", " ntrees,\n", " n_tasks,\n", " reps,\n", " estimation_set,\n", " num_points_per_task,\n", " num_points_per_forest,\n", " task_10_sample,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the results:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot results\n", "fn.recruitment_plot_mnist_between(mean_acc_dict, std_acc_dict, task_10_sample)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that when performed between datasets, there is still evidence of recruitment, but the recruiting scheme becomes progressively worse in comparison for this example." ] } ], "metadata": { "interpreter": { "hash": "139864aabd290972d7a327a720f92c31cd48dab9898d3ede71c289531c45c249" }, "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 }