{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_This notebook contains code and comments from Section 5.1 of the book [Ensemble Methods for Machine Learning](https://www.manning.com/books/ensemble-methods-for-machine-learning). Please see the book for additional details on this topic. This notebook and code are released under the [MIT license](https://github.com/gkunapuli/ensemble-methods-notebooks/blob/master/LICENSE)._\n",
    "\n",
    "## 5.1\tGradient Descent for Minimization\n",
    "\n",
    "When learning a machine learning model, we typically aim to find the model that fits the training data. The \"goodness of this fit\" is measured using the loss function. Model training is essentially finding the model parameters that minimize the loss function. Training of most machine learning algorithms can ultimately be cast into this framework, and attemtp to minimize the loss function in many different ways.\n",
    "\n",
    "[Gradient descent](https://en.wikipedia.org/wiki/Gradient_descent) is one such way. It is an iterative technique that can be used to find the (local) minimimum of an objective function. It is an example of a first-order optimization technique as it uses first-derivative information, that is, the gradient.\n",
    "\n",
    "\n",
    "---\n",
    "### 5.1.1 Gradient Descent with an Illustrative Example\n",
    "We will use the [Branin function](https://uqworld.org/t/branin-function/53) as a test function to visualize how gradient descent works. The Branin function is a function of two variables $w_1$ and $w_2$:\n",
    "\n",
    "\\\\[\n",
    "f(w_1, w_2) = a (w_2 - b w_1^2 + c w_1 - r)^2 + s (1-t) \\cos{w_1} + s\n",
    "\\\\]\n",
    "\n",
    "Since we will be performing gradient descent, we will need the gradient of $f(w_1, w_2)$ with respect to both $w_1$ and $w_2$, which we collect into a two dimensional vector:\n",
    "\n",
    "\\\\[\n",
    "g(w_1, w_2) = \\left[ \\begin{array}{c} \n",
    "    \\frac{\\partial f(w_1, w_2)}{\\partial w_1} \\\\ \n",
    "    \\frac{\\partial f(w_1, w_2)}{\\partial w_2} \n",
    "    \\end{array} \\right] \n",
    "    = \\left[ \\begin{array}{c} \n",
    "    2a(w_2 - b w_1^2 + c w_1 - r) \\cdot (-2 b w_1 + c) - s (1 - t) \\sin{w_1} \\\\ \n",
    "    2a(w_2 - b w_1^2 + c w_1 - r) \\end{array} \\right]\n",
    "\\\\]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def branin(w, a, b, c, r, s, t):\n",
    "    return a * (w[1] - b * w[0] ** 2 + c * w[0] - r) ** 2 + s * (1 - t) * np.cos(w[0]) + s\n",
    "\n",
    "\n",
    "def branin_gradient(w, a, b, c, r, s, t):\n",
    "    return np.array([2 * a * (w[1] - b * w[0] ** 2 + c * w[0] - r) * (-2 * b * w[0] + c) - s * (1 - t) * np.sin(w[0]),\n",
    "                     2 * a * (w[1] - b * w[0] ** 2 + c * w[0] - r)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the function in three dimensions, as well as its contours in two dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the constants of the Branin function\n",
    "a, b, c, r, s, t = 1, 5.1 / (4 * np.pi ** 2), 5 / np.pi, 6, 10, 1 / (8 * np.pi)\n",
    "\n",
    "# Set plotting boundaries and generate the mesh\n",
    "w1Min, w1Max, w2Min, w2Max = -5, 18, -10, 18\n",
    "w1, w2 = np.meshgrid(np.arange(w1Min, w1Max, 0.1),\n",
    "                     np.arange(w2Min, w2Max, 0.1))\n",
    "\n",
    "# Compute the Branin function over this mesh\n",
    "z = np.apply_along_axis(branin, 1, np.c_[w1.ravel(), w2.ravel()], a, b, c, r, s, t)\n",
    "z = z.reshape(w1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gauta\\AppData\\Local\\Temp\\ipykernel_29192\\1663146702.py:21: MatplotlibDeprecationWarning: The dist attribute was deprecated in Matplotlib 3.6 and will be removed two minor releases later.\n",
      "  ax.dist = 9\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Visualize the Branin function in 3d\n",
    "fig = plt.figure(figsize=(9, 5))\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "ax.set_position([0.025, 0.15, 0.5, 0.9])\n",
    "\n",
    "ax.plot_surface(w1, w2, z, rstride=20, cstride=20, alpha=0.6, linewidth=0.25, edgecolors='k', cmap='viridis')\n",
    "ax.view_init(elev=25.0, azim=-100.0)\n",
    "ax.contour(w1, w2, z, zdir='z', levels=np.array([1, 2, 4, 7, 12, 20, 50, 75, 125, 175]), \n",
    "           offset=-50, cmap='viridis', alpha=0.5)\n",
    "\n",
    "ax.set_xlabel('$w_1$', fontsize=12)\n",
    "ax.set_xlim(w1Min, w1Max)\n",
    "ax.set_ylabel('$w_2$', fontsize=12)\n",
    "ax.set_ylim(w2Min, w2Max)\n",
    "ax.set_zlabel('$f(w_1, w_2)$', fontsize=12)\n",
    "ax.set_zlim(-50, 400)\n",
    "ax.set_zticks([0, 100, 200, 300, 400])\n",
    "ax.dist = 9\n",
    "ax.set_title('Branin function: surface', fontsize=12);\n",
    "\n",
    "# Visualize the Branin function in 2d\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "ax.set_position([0.55, 0.2, 0.45, 0.8])\n",
    "\n",
    "ctr = ax.contour(w1, w2, z, levels=np.array([1, 2, 4, 7, 12, 20, 50, 75, 125, 175]), cmap='viridis', alpha=0.75)\n",
    "ax.clabel(ctr, inline=1, fontsize=6)\n",
    "ax.set_xlabel('$w_1$', fontsize=12)\n",
    "ax.set_ylabel('$w_2$', fontsize=12)\n",
    "ax.yaxis.set_label_position(\"right\")\n",
    "ax.set_title('Branin function: contours', fontsize=12);\n",
    "\n",
    "# plt.savefig('./figures/CH05_F02_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n",
    "# plt.savefig('./figures/CH05_F02_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This function has **four global minima**, which are the centers of the elliptical regions in contours. Gradient descent will aim to find one of these four global minima. \n",
    "\n",
    "\n",
    "Gradient descent performs the following steps:\n",
    "\n",
    "Initialize: ``x_old`` = initial guess\n",
    "while not converged:\n",
    "    1. compute the negative gradient and normalize to unit length (direction)\n",
    "    2. compute the step length using line search (distance)\n",
    "    3. update the solution: x_new = x_old + distance * direction\n",
    "    4. check for convergence: if amount of change between x_new and x_old is below our tolerance threshold\n",
    "    \n",
    "We can implement a basic version of gradient descent that can take a function $f$ and corresponding gradient $g$ as input and returns a locally optimal solution.\n",
    "\n",
    "**Listing 5.1**: Gradient Descent    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.optimize import line_search\n",
    "\n",
    "# Gradient descent with function f, and gradient g\n",
    "def gradient_descent(f, g, x_init, max_iter=100, args=()):\n",
    "    converged = False\n",
    "    n_iter = 0\n",
    "\n",
    "    x_old, x_new = np.array(x_init), None\n",
    "    descent_path = np.full((max_iter + 1, 2), fill_value=np.nan)   # Save the descent path\n",
    "    descent_path[n_iter] = x_old\n",
    "\n",
    "    while not converged:\n",
    "        n_iter += 1\n",
    "        gradient = -g(x_old, *args)                                # Compute the negative gradient\n",
    "        direction = gradient / np.linalg.norm(gradient)            # Normalize the gradient \n",
    "        step = line_search(f, g, x_old, direction, args=args)      # Compute the step length using line search\n",
    "\n",
    "        if step[0] is None:                     # If step length doesn't return a useful value, make it 1.0\n",
    "            distance = 1.0\n",
    "        else:\n",
    "            distance = step[0]\n",
    "\n",
    "        x_new = x_old + distance * direction                    # Compute the update\n",
    "        descent_path[n_iter] = x_new\n",
    "\n",
    "        # Update status\n",
    "        # print('Iter {0:02d}: obj value = {1} (step={2}, dir={3}'.format(n_iter, step[3], step[0], direction))\n",
    "\n",
    "        err = np.linalg.norm(x_new - x_old)                        # Compute amount of change between x_new and x_old\n",
    "        if err <= 1e-3 or n_iter >= max_iter:                      # Check for convergence\n",
    "            converged = True\n",
    "\n",
    "        x_old = x_new                                              # Get ready for the next iteration\n",
    "\n",
    "    return x_new, descent_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We perform gradient descent on the Branin function, intializing our solution at $w = [-4, -5]$, and visualize our solution path."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the constants of the Branin function\n",
    "a, b, c, r, s, t = 1, 5.1 / (4 * np.pi ** 2), 5 / np.pi, 6, 10, 1 / (8 * np.pi)\n",
    "\n",
    "# Initialize and perform gradient descent\n",
    "w_init = np.array([-4, -5])\n",
    "w_optimal, w_path = gradient_descent(branin, branin_gradient, w_init, args=(a, b, c, r, s, t))\n",
    "\n",
    "# Plot optimization path over all iterations\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n",
    "ax[0].contour(w1, w2, z, levels=np.array([1, 2, 4, 7, 12, 20, 50, 75, 125, 175]), cmap='viridis', alpha=0.75)\n",
    "ax[0].plot(w_path[:, 0], w_path[:, 1], 'k', linewidth=2)\n",
    "ax[0].scatter(w_init[0], w_init[1], s=60, marker='s', edgecolor='k', zorder=2)\n",
    "ax[0].scatter(w_optimal[0], w_optimal[1], s=60, c='r', edgecolor='k', zorder=2)\n",
    "ax[0].set_xlabel('$w_1$', fontsize=12)\n",
    "ax[0].set_ylabel('$w_2$', fontsize=12)\n",
    "ax[0].set_title('Gradient descent', fontsize=12)\n",
    "\n",
    "# Plot optimization path zoomed in\n",
    "ax[1].contour(w1, w2, z, levels=np.array([1, 2, 4, 7, 12, 20, 50, 75, 125, 175]), cmap='viridis', alpha=0.75)\n",
    "ax[1].plot(w_path[:, 0], w_path[:, 1], 'k', linewidth=2)\n",
    "ax[1].scatter(w_optimal[0], w_optimal[1], s=100, c='r', edgecolor='k', zorder=2)\n",
    "ax[1].set_xlim(1.5, 5.5)\n",
    "ax[1].set_ylim(-1, 3)\n",
    "ax[1].set_xlabel('$w_1$', fontsize=12)\n",
    "ax[1].set_ylabel('$w_2$', fontsize=12)\n",
    "ax[1].set_title('Gradient descent (zoomed in)', fontsize=12)\n",
    "\n",
    "fig.tight_layout()\n",
    "# plt.savefig('./figures/CH05_F03_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('./figures/CH05_F03_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two important things to note here:\n",
    "1. **Gradient descent typically demonstrates zig-zagging behavior**, especially in narrow valleys. This is a consequence of rapidly changing gradient direction. The magnitude of the gradient also becomes smaller as we approach the minima.\n",
    "\n",
    "2. Of the four minima, which one will gradient descent converge to? That depends on the initial guess. As we see below, **different initializations will cause gradient descent to reach different minima**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Python310\\lib\\site-packages\\scipy\\optimize\\_linesearch.py:305: LineSearchWarning: The line search algorithm did not converge\n",
      "  warn('The line search algorithm did not converge', LineSearchWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 25\n",
    "inits = np.r_[np.c_[np.random.uniform(-5, 1, n), np.random.uniform(-10, 7, n)],\n",
    "              np.c_[np.random.uniform(1, 11, n), np.random.uniform(-10, -1, n)],\n",
    "              np.c_[np.random.uniform(11, 17, n), np.random.uniform(-10, 7, n)],\n",
    "              np.c_[np.random.uniform(-2, 14, n), np.random.uniform(9, 17, n)]\n",
    "             ]\n",
    "\n",
    "\n",
    "plt.figure(figsize=(5, 4))\n",
    "plt.contour(w1, w2, z, levels=np.array([1, 2, 4, 7, 12, 20, 50, 75, 125, 175]), cmap='viridis', alpha=0.5)\n",
    "\n",
    "minima = []\n",
    "# For each initialization, optimize and plot the path\n",
    "for i, w_init in enumerate(inits):\n",
    "    w, path = gradient_descent(branin, branin_gradient, w_init, args=(a, b, c, r, s, t))\n",
    "    plt.plot(path[:, 0], path[:, 1], 'k', linewidth=1)\n",
    "    minima.append(w)\n",
    "    \n",
    "minima = np.array(minima)\n",
    "from sklearn.cluster import KMeans\n",
    "opt = KMeans(n_clusters=4).fit(minima)\n",
    "minima = opt.cluster_centers_\n",
    "\n",
    "plt.scatter(inits[:, 0], inits[:, 1], s=30, marker='s', edgecolor='k', zorder=2)\n",
    "plt.scatter(minima[:, 0], minima[:, 1], c='r', s=90, marker='o', edgecolor='k', zorder=2)    \n",
    "plt.xlabel('$w_1$', fontsize=12)\n",
    "plt.ylabel('$w_2$', fontsize=12)\n",
    "plt.title('Gradient descent with different initializations', fontsize=12);\n",
    "\n",
    "fig.tight_layout()\n",
    "# plt.savefig('./figures/CH05_F04_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('./figures/CH05_F04_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### 5.1.2\tGradient Descent over Loss Functions for Training\n",
    "\n",
    "Let's consider a simple classification problem in a two-dimensional feature space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.cm as cm\n",
    "import matplotlib.colors as col\n",
    "import numpy as np\n",
    "\n",
    "# Plot a 2D classification data set onto the specified axes\n",
    "def plot_2d_data(ax, X, y, s=20, alpha=0.95, xlabel=None, ylabel=None, title=None, legend=None, colormap='viridis'):\n",
    "    # Get data set size\n",
    "    n_examples, n_features = X.shape\n",
    "\n",
    "    # Check that the data set is 2D\n",
    "    if n_features != 2:\n",
    "        raise ValueError('Data set is not 2D!')\n",
    "\n",
    "    # Check that the lengths of X and y match\n",
    "    if n_examples != len(y):\n",
    "        raise ValueError('Length of X is not equal to the length of y!')\n",
    "\n",
    "    # Get the unique labels and set up marker styles and colors\n",
    "    unique_labels = np.sort(np.unique(y))\n",
    "    n_classes = len(unique_labels)\n",
    "\n",
    "    markers = ['o', 's', '^', 'v', '<', '>', 'p']\n",
    "\n",
    "    cmap = cm.get_cmap(colormap)\n",
    "    colors = cmap(np.linspace(0, 0.5, num=n_classes))\n",
    "\n",
    "    # Set marker sizes\n",
    "    if isinstance(s, np.ndarray):\n",
    "        # If its an ndarray, make sure it has the same size as the number of examples\n",
    "        if len(s) != n_examples:\n",
    "            raise ValueError('Length of s is not equal to the length of y!')\n",
    "    else:\n",
    "        # Otherwise, make it an nd_array\n",
    "        s = np.full_like(y, fill_value=s)\n",
    "\n",
    "    # Plot the data\n",
    "    for i, label in enumerate(unique_labels):\n",
    "        marker_color = col.rgb2hex(colors[i])\n",
    "        marker_shape = markers[i % len(markers)]\n",
    "        ax.scatter(X[y == label, 0], X[y == label, 1], s=s[y == label],\n",
    "                   marker=marker_shape, \n",
    "                   c=marker_color, \n",
    "                   edgecolors='k', alpha=0.5)\n",
    "\n",
    "    # Add labels, title and bounds\n",
    "    if xlabel is not None:\n",
    "        ax.set_xlabel(xlabel, fontsize=12)\n",
    "    if ylabel is not None:\n",
    "        ax.set_ylabel(ylabel, fontsize=12)\n",
    "    if title is not None:\n",
    "        ax.set_title(title)\n",
    "\n",
    "    # Set the legend\n",
    "    if legend is not None:\n",
    "        ax.legend(legend, fontsize=12);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "X, y = make_blobs(n_samples=200, n_features=2, \n",
    "                  centers=[[-1.5, -1.5], [1.5, 1.5]], random_state=42)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 4))\n",
    "plot_2d_data(ax, X, y, xlabel='x', ylabel='y', s=80, alpha=0.3,\n",
    "             title='Simple classification problem', \n",
    "             legend=['pos', 'neg'], colormap='Blues')\n",
    "\n",
    "fig.tight_layout()\n",
    "# plt.savefig('./figures/CH05_F05_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('./figures/CH05_F05_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's say that we want to learn a linear classifier $h(\\mathbf{x})$ of the form shown below:\n",
    "\n",
    "\\\\[\n",
    "h_\\mathbf{w}(\\mathbf{x}) = w_1 x_1 + w_2 x_2,\n",
    "\\\\]\n",
    "\n",
    "which takes a training example $\\mathbf{x} = [x_1, x_2]^T$. The classifier is parameterized by $\\mathbf{w} = [w_1, w_2]^T$, which we have to learn using the training examples. In order to train a classifier, we'll need a loss function. \n",
    "\n",
    "For this problem, we will chose the **squared loss** of the classifier $h_\\mathbf{w}(\\mathbf{x})$ over the training set of $n$ training examples $\\mathbf{x}_i = [x_1^i, x_2^i]^T$, $i=1, ..., n$, with corresponding labels $y_i$.\n",
    "\n",
    "\\\\[\n",
    "f_{loss}(w_1, w_2) = \\frac{1}{2} \\sum_{i=1}^n \\left( y_i - h_\\mathbf{w}(\\mathbf{x}_i) \\right)^2 = \\frac{1}{2} \\sum_{i=1}^n \\left( y_i - w_1 x_1^i - w_2 x_2^i \\right)^2 = \\frac{1}{2} (\\mathbf{y} - X\\mathbf{w})^T (\\mathbf{y} - X\\mathbf{w}).\n",
    "\\\\]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar to the Branin function in Section 5.2.1, we can compute the gradient of this loss function with respect to $w_1$ and $w_2$.\n",
    "\n",
    "\\\\[\n",
    "g(w_1, w_2) = \\left[ \\begin{array}{c} \n",
    "    \\frac{\\partial f_{loss}(w_1, w_2)}{\\partial w_1} \\\\ \n",
    "    \\frac{\\partial f_{loss}(w_1, w_2)}{\\partial w_2} \n",
    "    \\end{array} \\right] \n",
    "    = \\left[ \\begin{array}{c} \n",
    "    - \\sum_{i=1}^n \\left( y_i - w_1 x_1 - w_2 x_2 \\right) x_1\\\\ \n",
    "    - \\sum_{i=1}^n \\left( y_i - w_1 x_1 - w_2 x_2 \\right) x_2 \\end{array} \\right]\n",
    "    = -X^T (\\mathbf{y} - X\\mathbf{w})\n",
    "\\\\]\n",
    "\n",
    "In both the equations above, the expressions on the far right are the vectorized versions of the loss function, where $X$ is the data matrix and $\\mathbf{y}$ is the label vector. The vectorized version is more compact and easier and more efficient to implement as it avoids explicit loops for summation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def squared_loss(w, X, y):\n",
    "    return 0.5 * np.sum((y - np.dot(X, w))**2)\n",
    "\n",
    "\n",
    "def squared_loss_gradient(w, X, y):\n",
    "    return -np.dot(X.T, (y - np.dot(X, w)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we visualize the function we want to optimize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gauta\\AppData\\Local\\Temp\\ipykernel_29192\\438382105.py:22: MatplotlibDeprecationWarning: The dist attribute was deprecated in Matplotlib 3.6 and will be removed two minor releases later.\n",
      "  ax.dist = 8\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %matplotlib inline\n",
    "\n",
    "fig = plt.figure(figsize=(9, 5))\n",
    "\n",
    "# Plot the loss function\n",
    "w1Min, w1Max, w2Min, w2Max = -1, 1, -1, 1\n",
    "w1, w2 = np.meshgrid(np.arange(w1Min, w1Max, 0.05),\n",
    "                     np.arange(w2Min, w2Max, 0.05))\n",
    "z = np.apply_along_axis(squared_loss, 1, np.c_[w1.ravel(), w2.ravel()], X, y)\n",
    "z = z.reshape(w1.shape)\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "ax.plot_surface(w1, w2, z, rstride=5, cstride=5, alpha=0.5, linewidth=0.25, edgecolors='k', cmap='viridis')\n",
    "ax.view_init(elev=34, azim=-40.0)\n",
    "ax.contour(w1, w2, z, zdir='z', levels=np.array([50, 100, 150, 200, 300, 400, 600, 800, 1000]),\n",
    "           offset=-50, cmap='viridis', alpha=0.5)\n",
    "ax.set_xlabel('$w_1$, weight for $x_1$', fontsize=12)\n",
    "ax.set_ylabel('$w_2$, weight for $x_2$', fontsize=12)\n",
    "# ax.set_zlabel('$L(w)$ ', fontsize=12)\n",
    "ax.text(-1.3, -1.4, 450, '$f_{loss}(w_1, w_2)$', (0, 0, 1), fontsize=12)\n",
    "\n",
    "ax.dist = 8\n",
    "ax.set_title('Loss function, $f_{loss}(w_1, w_2)$: surface', fontsize=12)\n",
    "# pos1 = ax.get_position() # get the original position \n",
    "# pos2 = [pos1.x0 - 0.1, pos1.y0,  pos1.width, pos1.height] \n",
    "# ax.set_position(pos2) # set a new position\n",
    "\n",
    "# Plot the contour\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "ctr = ax.contour(w1, w2, z, levels=np.array([50, 100, 150, 200, 300, 400, 600, 800, 1000]),\n",
    "                 cmap='viridis', alpha=0.75)\n",
    "ax.clabel(ctr, inline=1, fontsize=6)\n",
    "ax.set_xlabel('$w_1$, weight for $x_1$', fontsize=12)\n",
    "ax.set_ylabel('$w_2$, weight for $x_2$', fontsize=12)\n",
    "ax.set_title('Loss function, $f_{loss}(w_1, w_2)$: contours', fontsize=12)\n",
    "ax.yaxis.set_label_position(\"right\")\n",
    "pos1 = ax.get_position() # get the original position \n",
    "pos2 = [pos1.x0 + 0.1, pos1.y0, pos1.width, pos1.height] \n",
    "ax.set_position(pos2) # set a new position\n",
    "\n",
    "\n",
    "# fig.tight_layout()\n",
    "# plt.savefig('./figures/CH05_F06_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('./figures/CH05_F06_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we perform gradient descent, this time initializing at $\\mathbf{w} = [0.0, -0.99]$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "w_init = np.array([0.0, -0.99])\n",
    "w, path = gradient_descent(squared_loss, squared_loss_gradient, w_init, args=(X, y))\n",
    "\n",
    "# Compute the Loss function in this domain\n",
    "w1Min, w1Max, w2Min, w2Max = -1, 1, -1, 1\n",
    "w1, w2 = np.meshgrid(np.arange(w1Min, w1Max, 0.05),\n",
    "                     np.arange(w2Min, w2Max, 0.05))\n",
    "z = np.apply_along_axis(squared_loss, 1, np.c_[w1.ravel(), w2.ravel()], X, y)\n",
    "z = z.reshape(w1.shape)\n",
    "\n",
    "# Plot optimization path over all iterations\n",
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n",
    "ax[0].contour(w1, w2, z, levels=np.array([25, 50, 100, 150, 200, 300, 400, 600, 800, 1000]),\n",
    "              cmap='viridis', alpha=0.75)\n",
    "ax[0].scatter(w_init[0], w_init[1], s=60, marker='s', zorder=2, edgecolor='k')\n",
    "ax[0].scatter(w[0], w[1], c='r', s=50, zorder=2, edgecolor='k')\n",
    "ax[0].plot(path[:, 0], path[:, 1], 'k', linewidth=2)\n",
    "ax[0].set_xlabel('$w_1$', fontsize=12)\n",
    "ax[0].set_ylabel('$w_2$', fontsize=12)\n",
    "ax[0].set_title('Gradient descent over the loss function', fontsize=12)\n",
    "\n",
    "# Plot the solution\n",
    "xMin, xMax = X[:, 0].min() - 0.25, X[:, 0].max() + 0.25\n",
    "yMin, yMax = X[:, 1].min() - 0.25, X[:, 1].max() + 0.25\n",
    "xMesh, yMesh = np.meshgrid(np.arange(xMin, xMax, 0.05),\n",
    "                           np.arange(yMin, yMax, 0.05))\n",
    "zMesh = np.dot(np.c_[xMesh.ravel(), yMesh.ravel()], w)\n",
    "zMesh = (zMesh.reshape(xMesh.shape) + 1) / 2\n",
    "ax[1].contourf(xMesh, yMesh, zMesh, cmap='RdBu', alpha=0.5)\n",
    "ax[1].contour(xMesh, yMesh, zMesh, levels=[0.5])\n",
    "plot_2d_data(ax[1], X, y, colormap='Blues', s=80, alpha=0.4)\n",
    "ax[1].set_xlabel('$x_1$, first feature', fontsize=12)\n",
    "ax[1].set_ylabel('$x_2$, second feature', fontsize=12)\n",
    "ax[1].set_title('Simple classification problem', fontsize=12);\n",
    "\n",
    "# fig.tight_layout()\n",
    "# plt.savefig('./figures/CH05_F07_Kunapuli.png', format='png', dpi=300, bbox_inches='tight', pad_inches=0)\n",
    "# plt.savefig('./figures/CH05_F07_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.13643511 0.13862275]\n"
     ]
    }
   ],
   "source": [
    "print(w)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The final $\\mathbf{w}$ is trained by performing gradient descent on the loss function defined over the training examples. From the figure on the right above, we can see that gradient descent does, in fact, produce a nice fit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.995"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ypred = (np.dot(X, w) >= 0).astype(int)\n",
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(y, ypred)"
   ]
  }
 ],
 "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": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}