{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mixed Variable Types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``Golem`` can handle continuous, discrete, and categorical variables. Here we show a couple of examples with uncertain discrete and categorical variables.\n", "\n", "Note that when using categorical variables, the argument ``X`` for the ``predict`` method *has* to be a pandas ``DataFrame``, rather than a numpy array." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from golem import *\n", "\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import matplotlib\n", "%matplotlib inline\n", "\n", "import seaborn as sns\n", "sns.set(context='talk', style='ticks')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define two objective functions:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ``objective_discrete`` takes two inputs, where the second one is expected to be an integer;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ``objective_categorical`` takes three inputs, where the third one is categorical, either ``A`` or ``B``." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def objective_discrete(x0, x1):\n", " # x0 is continuous\n", " # x1 is discrete, {0, 1, 2, 3, 4, 5}\n", " fx0 = 10 / (1 + 0.3 * np.exp(6 * x0)) + 0.1 * np.abs(2 * x0**2)\n", " \n", " x1 = np.round(X1, 0)\n", " fx1 = 10 / (1 + 0.3 * np.exp(6 * x1)) + 0.1 * np.abs(2 * x1**2)\n", " \n", " return fx0 + fx1\n", "\n", "def objective_categorical(x0, x1, category):\n", " if category == 'A':\n", " fx0 = 10 / (1 + 0.3 * np.exp(6 * x0)) + 0.1 * np.abs(2 * x0**2)\n", " fx1 = 10 / (1 + 0.3 * np.exp(6 * x1)) + 0.1 * np.abs(2 * x1**2)\n", " return fx0 + fx1\n", " elif category == 'B':\n", " x0 = 5 - x0\n", " x1 = 5 - x1\n", " fx0 = 10 / (1 + 0.3 * np.exp(6 * x0)) + 0.1 * np.abs(2 * x0**2)\n", " fx1 = 10 / (1 + 0.3 * np.exp(6 * x1)) + 0.1 * np.abs(2 * x1**2)\n", " return fx0 + fx1 + 5\n", " else:\n", " raise ValueError\n", "\n", "def plot_contour(ax, X0, X1, y, xlims, ylims, vlims=[None, None], alpha=0.5, contour_lines=True, contour_labels=True, \n", " labels_fs=12, labels_fmt='%d', n_contour_lines=8, contour_color='k', contour_alpha=1, cbar=False, cmap='RdBu_r'):\n", " # background surface\n", " if contour_lines is True:\n", " contours = ax.contour(X0, X1, y, n_contour_lines, colors=contour_color, alpha=contour_alpha)\n", " if contour_labels is True:\n", " _ = ax.clabel(contours, inline=True, fontsize=labels_fs, fmt=labels_fmt)\n", " mappable = ax.imshow(y, extent=[xlims[0],xlims[1],ylims[0],ylims[1]], \n", " origin='lower', cmap=cmap, alpha=alpha, vmin=vlims[0], vmax=vlims[1])\n", " \n", " if cbar is True:\n", " cbar = plt.colorbar(mappable=mappable, ax=ax, shrink=0.5)\n", " \n", " # mark minima\n", " ax.scatter([X0.flatten()[np.argmin(y)]], [X1.flatten()[np.argmin(y)]], \n", " s=200, color='white', linewidth=1, edgecolor='k', marker='*', zorder=20)\n", " \n", " ax.set_aspect('equal', 'box')\n", " return mappable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Discrete variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the objective function." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n", "\n", "x0 = np.linspace(0, 5, 100)\n", "x1 = np.arange(0,6)\n", "X0, X1 = np.meshgrid(x0, x1)\n", "Y = objective_discrete(X0, X1)\n", "\n", "_ = plot_contour(ax, X0, X1, Y, [0, 5], [0, 5], cbar=True)\n", "_ = ax.set_xlabel('x0 (continuous)')\n", "_ = ax.set_ylabel('x1 (discrete)')\n", "_ = ax.set_title('objective')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, we can use a discrete probability distribution, like ``DiscreteLaplace`` or ``Poisson``, to model the uncertainty in the discrete variable ``x1``." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;37m[INFO] Golem ... 1 tree(s) parsed in 39.77 ms ...\n", "\u001b[0m\u001b[0;37m[INFO] Golem ... Convolution of 600 samples performed in 54.73 ms ...\n", "\u001b[0m" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 360x360 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "distributions = [Normal(std=1), DiscreteLaplace(scale=1)]\n", "\n", "# put data into a pandas dataframe\n", "Xy = pd.DataFrame({'x0': X0.flatten(), 'x1': X1.flatten(), 'y': Y.flatten()})\n", "X = Xy.iloc[:, :-1]\n", "y = Xy.iloc[:, -1:]\n", "\n", "# compute the robust objective\n", "golem = Golem(ntrees=1, random_state=42, nproc=1)\n", "golem.fit(X=X, y=y)\n", "y_robust = golem.predict(X=X, distributions=distributions)\n", "Y_robust = np.reshape(y_robust, newshape=np.shape(X0))\n", "\n", "# plot robust surface\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 5))\n", "_ = plot_contour(ax, X0, X1, Y_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax.set_xlabel('x0 (continuous)')\n", "_ = ax.set_ylabel('x1 (discrete)')\n", "_ = ax.set_title('robust objective')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we plot the objective function that depends on two continuous and one categorical parameter." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "\n", "x0 = np.linspace(0, 5, 50)\n", "x1 = np.linspace(0, 5, 50)\n", "X0, X1 = np.meshgrid(x0, x1)\n", "YA = objective_categorical(X0, X1, 'A')\n", "YB = objective_categorical(X0, X1, 'B')\n", "\n", "_ = plot_contour(ax1, X0, X1, YA, [0, 5], [0, 5], cbar=True)\n", "_ = ax1.set_xlabel('x0')\n", "_ = ax1.set_ylabel('x1')\n", "_ = ax1.set_title('objective (cat = A)')\n", "\n", "_ = plot_contour(ax2, X0, X1, YB, [0, 5], [0, 5], cbar=True)\n", "_ = ax2.set_xlabel('x0')\n", "_ = ax2.set_ylabel('x1')\n", "_ = ax2.set_title('objective (cat = B)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To model uncertainty in the categorical variable, **Golem** supports a simple ``Categorical`` distribution where the probability mass specified is distributed from the queried categorical option to all other options. In the example below we assume that the two contonuous variables (``x0`` and ``x1``) have no uncertainty, while the categorical variable has an uncertainty of 0.2, which means that the robust objective for specific input values of ``x0`` and ``x1`` will be a weighted average of the objective where the queried category will have weight of 0.8 and the other, remaining, one will have a weight of 0.2." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;37m[INFO] Golem ... 1 tree(s) parsed in 760.01 ms ...\n", "\u001b[0m\u001b[0;37m[INFO] Golem ... Convolution of 5000 samples performed in 895.64 ms ...\n", "\u001b[0m" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# `distributions` can be a dictionary or also a simple list in which the order of the distributions matches correctly\n", "# the order of the columns in `X` argument for the `predict` method\n", "\n", "distributions = {'x0': Delta(), # x0 variable (no uncertainty)\n", " 'x1': Delta(), # x1 variable (no uncertainty)\n", " 'cat': Categorical(categories=['A','B'], unc=0.2) # cat variable\n", " }\n", "\n", "# put data into a pandas dataframe\n", "XyA = pd.DataFrame({'x0': X0.flatten(), 'x1': X1.flatten(), 'cat':['A']*len(X0.flatten()), 'y': YA.flatten()})\n", "XyB = pd.DataFrame({'x0': X0.flatten(), 'x1': X1.flatten(), 'cat':['B']*len(X0.flatten()), 'y': YB.flatten()})\n", "Xy = pd.concat([XyA, XyB])\n", "X = Xy.iloc[:, :-1]\n", "y = Xy.iloc[:, -1:]\n", "\n", "# compute the robust objective\n", "golem = Golem(ntrees=1, random_state=42, nproc=1)\n", "golem.fit(X=X, y=y)\n", "\n", "y_robust = golem.predict(X=X, distributions=distributions)\n", "\n", "yA_robust = y_robust[:2500]\n", "yB_robust = y_robust[2500:]\n", "YA_robust = np.reshape(yA_robust, newshape=np.shape(X0))\n", "YB_robust = np.reshape(yB_robust, newshape=np.shape(X0))\n", "\n", "# plot robust surface\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "_ = plot_contour(ax1, X0, X1, YA_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax1.set_xlabel('x0')\n", "_ = ax1.set_ylabel('x1')\n", "_ = ax1.set_title('robust objective (cat = A)')\n", "\n", "_ = plot_contour(ax2, X0, X1, YB_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax2.set_xlabel('x0')\n", "_ = ax2.set_ylabel('x1')\n", "_ = ax2.set_title('robust objective (cat = B)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next example, we assume that also ``x0`` and ``x1`` are uncertain." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;37m[INFO] Golem ... Convolution of 5000 samples performed in 3.36 s ...\n", "\u001b[0m" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "distributions = [Normal(std=1), Normal(std=1), Categorical(categories=['A','B'], unc=0.2)]\n", "\n", "# predict\n", "y_robust = golem.predict(X=X, distributions=distributions)\n", "\n", "yA_robust = y_robust[:2500]\n", "yB_robust = y_robust[2500:]\n", "YA_robust = np.reshape(yA_robust, newshape=np.shape(X0))\n", "YB_robust = np.reshape(yB_robust, newshape=np.shape(X0))\n", "\n", "# plot robust surface\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "_ = plot_contour(ax1, X0, X1, YA_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax1.set_xlabel('x0')\n", "_ = ax1.set_ylabel('x1')\n", "_ = ax1.set_title('robust objective (cat = A)')\n", "\n", "_ = plot_contour(ax2, X0, X1, YB_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax2.set_xlabel('x0')\n", "_ = ax2.set_ylabel('x1')\n", "_ = ax2.set_title('robust objective (cat = B)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, as we have a categorical variable with only 2 options, if we set the argument ``unc`` to ``0.5``, we are effectively averaging the objective between the two categories, such that the robust objective for category A and B are equal." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;37m[INFO] Golem ... Convolution of 5000 samples performed in 3.34 s ...\n", "\u001b[0m" ] }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "distributions = [Normal(std=1), Normal(std=1), Categorical(categories=['A','B'], unc=0.5)]\n", "\n", "# predict\n", "y_robust = golem.predict(X=X, distributions=distributions)\n", "\n", "yA_robust = y_robust[:2500]\n", "yB_robust = y_robust[2500:]\n", "YA_robust = np.reshape(yA_robust, newshape=np.shape(X0))\n", "YB_robust = np.reshape(yB_robust, newshape=np.shape(X0))\n", "\n", "# plot robust surface\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(10, 5))\n", "_ = plot_contour(ax1, X0, X1, YA_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax1.set_xlabel('x0')\n", "_ = ax1.set_ylabel('x1')\n", "_ = ax1.set_title('robust objective (cat = A)')\n", "\n", "_ = plot_contour(ax2, X0, X1, YB_robust, [0, 5], [0, 5], cbar=True)\n", "_ = ax2.set_xlabel('x0')\n", "_ = ax2.set_ylabel('x1')\n", "_ = ax2.set_title('robust objective (cat = B)')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "golem", "language": "python", "name": "golem" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }