{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducing Logistic Falkon\n", "\n", "## Introduction\n", "\n", "In this notebook we use a synthetic dataset to show how the `LogisticFalkon` estimator works.\n", "\n", "We compare Falkon -- which is trained on the squared loss -- to its logistic loss version, and verify that on a binary classification problem logistic falkon achieves better accuracy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[pyKeOps]: Warning, no cuda detected. Switching to cpu only.\n" ] } ], "source": [ "%matplotlib inline\n", "from sklearn import datasets, model_selection\n", "import torch\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "\n", "import falkon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the data\n", "\n", "We use a synthetic dataset in two dimensions, which consists of two concentric circles labeled with different classes.\n", "\n", "We introduce quite a bit of noise so that the estimators will not trivially achieve zero error, and we draw 10000 samples to demonstrate the speed of the `Falkon` library." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "X, Y = datasets.make_circles(\n", " n_samples=10_000, shuffle=False, noise=0.1, random_state=122)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(7, 7))\n", "ax.scatter(X[Y == 0,0], X[Y == 0,1], alpha=0.3, marker='.')\n", "_ = ax.scatter(X[Y == 1,0], X[Y == 1,1], alpha=0.3, marker='.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Split into training and test sets\n", "\n", "We split the data into a training set with 80% of the samples and a test set with the remaining 20%." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, Y_train, Y_test = model_selection.train_test_split(\n", " X, Y, test_size=0.2, random_state=10, shuffle=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preprocessing\n", "\n", "The minimal preprocessing steps are:\n", " 1. Convert from numpy arrays to torch tensors\n", " 2. Convert data and labels to the same data-type (in this case float32)\n", " 3. Reshape the labels so that they have two dimensions. This is not strictly necessary, but Falkon internally works with 2D tensors, so the output of the `Falkon.predict` method will always be 2D.\n", " 4. Change the labels from 0, 1 to -1, 1. Note that Logistic Falkon uses the following formula for the logistic loss:\n", " $$\\log(1 + e^{-y_1 y_2})$$\n", " \n", " where $y_1$ and $y_2$ are labels and predictions respectively, which only makes sense if the labels are -1, 1." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "X_train = torch.from_numpy(X_train).to(dtype=torch.float32)\n", "X_test = torch.from_numpy(X_test).to(dtype=torch.float32)\n", "Y_train = torch.from_numpy(Y_train).to(dtype=torch.float32).reshape(-1, 1)\n", "Y_test = torch.from_numpy(Y_test).to(dtype=torch.float32).reshape(-1, 1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Y_train[Y_train == 0] = -1\n", "Y_test[Y_test == 0] = -1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the Falkon model\n", "\n", "We use the same base parameters for both models: a small amount of regularization ($10^{-7}$) and a Gaussian kernel with $\\sigma = 5$.\n", "The number of inducing points is set to 1000 which is adequate for the problem which is very easy." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def binary_loss(true, pred):\n", " return torch.mean((true != torch.sign(pred)).to(torch.float32))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# We define some basic options to run on the CPU, and to disable keops\n", "flk_opt = falkon.FalkonOptions(use_cpu=True, keops_active=\"no\")\n", "\n", "flk_kernel = falkon.kernels.GaussianKernel(1, opt=flk_opt)\n", "\n", "flk = falkon.Falkon(kernel=flk_kernel, penalty=1e-7, M=1000, options=flk_opt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Logistic Falkon model\n", "\n", "The logistic Falkon estimator uses the same base parameters as Falkon.\n", "\n", "However, instead of specifying a single value for regularization, we need to specify a *regularization path*: a series of decreasing amounts of regularization. \n", "For each regularization value we also need to specify the *number of iterations* of conjugate gradient descent, which will be performed for that specific regularization value.\n", "\n", "We validated empirically on a wide number of binary classification problems that a good scheme to set the regularization path is to use three short (i.e. 3 iterations) runs with increasing regularization, and then a few longer (here we used 8 iterations) runs with the final regularization value (here `1e-7 `, the same as for Falkon).\n", "\n", "The `LogisticFalkon` estimator also accepts a mandatory `loss` parameter, which should be set to an instance of the `LogisticLoss` class. While the `LogisticLoss` is the only implemented loss at the moment, the learning algorithm is defined for any *generalized self-concordant* loss, and we plan to extend the library to support more functions.\n", "\n", "An additional feature we show here is **error monitoring**: By passing an error function to the estimator (see parameter `error_fn`), the estimator will print the training error at every iteration (how often such prints occur is governed by the `error_every` parameter).\n", "This can be very useful to determine if it is possible to stop training early, and in general to monitor the training process." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "logflk_opt = falkon.FalkonOptions(use_cpu=True, keops_active=\"no\")\n", "\n", "logflk_kernel = falkon.kernels.GaussianKernel(1, opt=logflk_opt)\n", "logloss = falkon.gsc_losses.LogisticLoss(logflk_kernel)\n", "\n", "penalty_list = [1e-3, 1e-5, 1e-7, 1e-7, 1e-7]\n", "iter_list = [4, 4, 4, 8, 8]\n", "\n", "logflk = falkon.LogisticFalkon(\n", " kernel=logflk_kernel, penalty_list=penalty_list, iter_list=iter_list, M=1000, loss=logloss,\n", " error_fn=binary_loss, error_every=1, options=logflk_opt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train both models\n", "\n", "Training Falkon for 20 iterations (default value) takes about half a secon on a laptop.\n", "\n", "Clearly, since the logistic falkon runs about 28 iterations (the sum of values in `iter_list`), it is necessarily going to be slower. Further, logistic falkon needs to recompute part of the preconditioner at every step of the Newton method leading to further slowdowns.\n", "On the same laptop, the logistic falkon algorithm takes around 1.5s." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.35 s, sys: 59.3 ms, total: 2.41 s\n", "Wall time: 604 ms\n" ] }, { "data": { "text/plain": [ "Falkon(M=1000, center_selection=, kernel=GaussianKernel(sigma=Parameter containing:\n", "tensor([1.], dtype=torch.float64)), options=FalkonOptions(keops_acc_dtype='auto', keops_sum_scheme='auto', keops_active='no', keops_memory_slack=0.7, chol_force_in_core=False, chol_force_ooc=False, chol_par_blk_multiplier=2, pc_epsilon_32=1e-05, pc_epsilon_64=1e-13, cpu_preconditioner=False, cg_epsilon_32=1e-07, cg_epsilon_64=1e-15, cg_tolerance=1e-07, cg_full_gradient_every=10, cg_differential_convergence=False, debug=False, use_cpu=True, max_gpu_mem=inf, max_cpu_mem=inf, compute_arch_speed=False, no_single_kernel=True, min_cuda_pc_size_32=10000, min_cuda_pc_size_64=30000, min_cuda_iter_size_32=300000000, min_cuda_iter_size_64=900000000, never_store_kernel=False, store_kernel_d_threshold=1200, num_fmm_streams=2), penalty=1e-07)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "flk.fit(X_train, Y_train);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iteration 0 - penalty 1.000000e-03 - sub-iterations 4\n", "Iteration 0 - Elapsed 0.27s - training loss 0.4697 - training error 0.1544 \n", "Iteration 1 - penalty 1.000000e-05 - sub-iterations 4\n", "Iteration 1 - Elapsed 0.51s - training loss 0.3774 - training error 0.1551 \n", "Iteration 2 - penalty 1.000000e-07 - sub-iterations 4\n", "Iteration 2 - Elapsed 0.74s - training loss 0.3575 - training error 0.1534 \n", "Iteration 3 - penalty 1.000000e-07 - sub-iterations 8\n", "Iteration 3 - Elapsed 1.12s - training loss 0.3554 - training error 0.1530 \n", "Iteration 4 - penalty 1.000000e-07 - sub-iterations 8\n", "Iteration 4 - Elapsed 1.50s - training loss 0.3554 - training error 0.1530 \n", "CPU times: user 6.39 s, sys: 30.9 ms, total: 6.42 s\n", "Wall time: 1.6 s\n" ] }, { "data": { "text/plain": [ "LogisticFalkon(M=1000, center_selection=, error_fn=, iter_list=[4, 4, 4, 8, 8], kernel=GaussianKernel(sigma=Parameter containing:\n", "tensor([1.], dtype=torch.float64)), loss=LogisticLoss(kernel=GaussianKernel(sigma=Parameter containing:\n", "tensor([1.], dtype=torch.float64))), options=FalkonOptions(keops_acc_dtype='auto', keops_sum_scheme='auto', keops_active='no', keops_memory_slack=0.7, chol_force_in_core=False, chol_force_ooc=False, chol_par_blk_multiplier=2, pc_epsilon_32=1e-05, pc_epsilon_64=1e-13, cpu_preconditioner=False, cg_epsilon_32=1e-07, cg_epsilon_64=1e-15, cg_tolerance=1e-07, cg_full_gradient_every=10, cg_differential_convergence=False, debug=False, use_cpu=True, max_gpu_mem=inf, max_cpu_mem=inf, compute_arch_speed=False, no_single_kernel=True, min_cuda_pc_size_32=10000, min_cuda_pc_size_64=30000, min_cuda_iter_size_32=300000000, min_cuda_iter_size_64=900000000, never_store_kernel=False, store_kernel_d_threshold=1200, num_fmm_streams=2), penalty_list=[0.001, 1e-05, 1e-07, 1e-07, 1e-07])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "logflk.fit(X_train, Y_train);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Testing\n", "\n", "However, the price paid for with a higher training time, leads to lower training error.\n", "\n", "We found that, on a variety of binary classification datasets, logistic falkon obtains a slightly lower error than\n", "the vanilla Falkon algorithm." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Falkon model -- Error: 17.05%\n", "Logistic Falkon model -- Error: 16.90%\n" ] } ], "source": [ "flk_pred = flk.predict(X_test)\n", "flk_err = binary_loss(Y_test, flk_pred)\n", "\n", "logflk_pred = logflk.predict(X_test)\n", "logflk_err = binary_loss(Y_test, logflk_pred)\n", "\n", "print(\"Falkon model -- Error: %.2f%%\" % (flk_err * 100))\n", "print(\"Logistic Falkon model -- Error: %.2f%%\" % (logflk_err * 100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot predictions\n", "\n", "In the plot we have the outer and inner circles which are correct predictions, and the circles in the middle which are the mispredicted points.\n", "Since we added lots of noise to the dataset, perfect predictions are not possible (there is no clear boundary between the two classes).\n", "\n", "Here the error difference between Falkon and Logistic Falkon is very hard to distinguish by eye. However, there may be other applications where the best possible classification error is desired." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def plot_predictions(preds, ax):\n", " ax.scatter(X_test[((Y_test == -1) & (preds.sign() == Y_test)).reshape(-1), 0], \n", " X_test[((Y_test == -1) & (preds.sign() == Y_test)).reshape(-1), 1], \n", " alpha=0.3, marker='.', color='b', label=\"correct cls 0\")\n", " ax.scatter(X_test[((Y_test == 1) & (preds.sign() == Y_test)).reshape(-1),0], \n", " X_test[((Y_test == 1) & (preds.sign() == Y_test)).reshape(-1),1], \n", " alpha=0.3, marker='.', color='r', label=\"correct cls 1\")\n", "\n", " ax.scatter(X_test[((Y_test == -1) & (preds.sign() != Y_test)).reshape(-1), 0], \n", " X_test[((Y_test == -1) & (preds.sign() != Y_test)).reshape(-1), 1], \n", " alpha=0.5, marker='x', color='b', label=\"wrong cls 0\")\n", " ax.scatter(X_test[((Y_test == 1) & (preds.sign() != Y_test)).reshape(-1),0], \n", " X_test[((Y_test == 1) & (preds.sign() != Y_test)).reshape(-1),1], \n", " alpha=0.5, marker='x', color='r', label=\"wrong cls 1\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(13, 5))\n", "plot_predictions(flk_pred, ax[0])\n", "ax[0].set_title(\"Falkon\")\n", "ax[0].legend(loc='best')\n", "\n", "plot_predictions(logflk_pred, ax[1])\n", "ax[1].set_title(\"Logistic Falkon\")\n", "ax[1].legend(loc='best');\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.9" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }