{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Acquisition functions\n",
    "\n",
    "An acquisition function dictates the exploration policy of the optimizer. In practice, there are many different acquisition policies and which one is the best might depend on your situation. This package comes with several acquisition functions out-of-the-box, but it is also very easy to write your acquisition function. This notebook showcases how to do that using various examples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's begin with a few import statements and some function definitions we will use later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bayes_opt import BayesianOptimization\n",
    "from bayes_opt import acquisition\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def target(x):\n",
    "    return np.exp(-(x - 2)**2) + np.exp(-(x - 6)**2/10) + 1/ (x**2 + 1)\n",
    "\n",
    "x = np.linspace(-2, 10, 1000).reshape(-1, 1)\n",
    "y = target(x)\n",
    "\n",
    "def posterior(optimizer, grid):\n",
    "    mu, sigma = optimizer._gp.predict(grid, return_std=True)\n",
    "    return mu, sigma\n",
    "\n",
    "def plot_gp(optimizer, x, y):\n",
    "    acquisition_function_ = optimizer.acquisition_function\n",
    "    fig = plt.figure(figsize=(16, 10))\n",
    "    steps = len(optimizer.space)\n",
    "    fig.suptitle(\n",
    "        'Gaussian Process and Utility Function After {} Steps'.format(steps),\n",
    "        fontsize=30\n",
    "    )\n",
    "    \n",
    "    gs = gridspec.GridSpec(2, 1, height_ratios=[3, 1]) \n",
    "    axis = plt.subplot(gs[0])\n",
    "    acq = plt.subplot(gs[1])\n",
    "    \n",
    "    x_obs = np.array([[res[\"params\"][\"x\"]] for res in optimizer.res])\n",
    "    y_obs = np.array([res[\"target\"] for res in optimizer.res])\n",
    "    \n",
    "    acquisition_function_._fit_gp(optimizer._gp, optimizer._space)\n",
    "    mu, sigma = posterior(optimizer, x)\n",
    "\n",
    "    axis.plot(x, y, linewidth=3, label='Target')\n",
    "    axis.plot(x_obs.flatten(), y_obs, 'D', markersize=8, label=u'Observations', color='r')\n",
    "    axis.plot(x, mu, '--', color='k', label='Prediction')\n",
    "\n",
    "    axis.fill(np.concatenate([x, x[::-1]]), \n",
    "              np.concatenate([mu - 1.9600 * sigma, (mu + 1.9600 * sigma)[::-1]]),\n",
    "        alpha=.6, fc='c', ec='None', label='95% confidence interval')\n",
    "    \n",
    "    axis.set_xlim((-2, 10))\n",
    "    axis.set_ylim((None, None))\n",
    "    axis.set_ylabel('f(x)', fontdict={'size':20})\n",
    "    axis.set_xlabel('x', fontdict={'size':20})\n",
    "\n",
    "    utility = -1 * acquisition_function_._get_acq(gp=optimizer._gp)(x)\n",
    "    x = x.flatten()\n",
    "\n",
    "    acq.plot(x, utility, label='Utility Function', color='purple')\n",
    "    acq.plot(x[np.argmax(utility)], np.max(utility), '*', markersize=15, \n",
    "             label=u'Next Best Guess', markerfacecolor='gold', markeredgecolor='k', markeredgewidth=1)\n",
    "    acq.set_xlim((-2, 10))\n",
    "    #acq.set_ylim((0, np.max(utility) + 0.5))\n",
    "    acq.set_ylabel('Utility', fontdict={'size':20})\n",
    "    acq.set_xlabel('x', fontdict={'size':20})\n",
    "    \n",
    "    axis.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)\n",
    "    acq.legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.)\n",
    "    return fig, fig.axes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most (simple) acquisition operate directly on the estimates of mean and standard deviation of the GP. For this, all it takes is to implement a `.base_acq` function, which combines the `mean`/`std` values into an acquisition policy. One very simple such function could simple disregard the `std` and always opt to investigate the maximum of the GP `mean`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GreedyAcquisition(acquisition.AcquisitionFunction):\n",
    "    def __init__(self, random_state=None):\n",
    "        super().__init__(random_state)\n",
    "    \n",
    "    def base_acq(self, mean, std):\n",
    "        return mean # disregard std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[30m1         | \u001b[30m0.5721    | \u001b[30m-0.8809   |\n",
      "| \u001b[35m2         | \u001b[35m0.9973    | \u001b[35m6.511     |\n",
      "| \u001b[30m3         | \u001b[30m0.7985    | \u001b[30m4.267     |\n",
      "| \u001b[30m4         | \u001b[30m0.9958    | \u001b[30m6.525     |\n",
      "| \u001b[35m5         | \u001b[35m1.024     | \u001b[35m6.132     |\n",
      "| \u001b[35m6         | \u001b[35m1.027     | \u001b[35m6.024     |\n",
      "| \u001b[35m7         | \u001b[35m1.027     | \u001b[35m5.975     |\n",
      "| \u001b[35m8         | \u001b[35m1.027     | \u001b[35m5.964     |\n",
      "| \u001b[35m9         | \u001b[35m1.027     | \u001b[35m5.962     |\n",
      "| \u001b[35m10        | \u001b[35m1.027     | \u001b[35m5.961     |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = GreedyAcquisition(random_state=42)\n",
    "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, acquisition_function=acquisition_function, random_state=173)\n",
    "optimizer.maximize(init_points=3, n_iter=7)\n",
    "\n",
    "plot_gp(optimizer, x, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the greedy policy is _too_ greedy and does not explore enough to find the maximum."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What if our acquisition function does not depend solely on `mean` and `std`? In that case, we can intervene at a deeper level, and overwrite the `._get_acq` function. The built-in version of `._get_acq` is a higher-order function which returns a function accepting an array-like `x` and performing the following:\n",
    "1. Evaluate the GP mean $\\mu$ and std $\\sigma$ at points `x`.\n",
    "2. If applicapable, evaluate the constraint fulfilment probability $p_c$ at x.\n",
    "3. Return `-1 * base_acq(mean, std)` or `-1 * base_acq(mean, std) * p_c`\n",
    "\n",
    "An example of such an acquisition function is Thompson Sampling. If you consider a Gaussian Process as a prior over functions, Thompson Sampling works by sampling a function from this prior and then selecting the argmax as next point of interest. This is a somewhat noisy version of the greedy acquisition, which will encourage some exploration.\n",
    "\n",
    "While we usually find the argmax of the acquisition function through a combination of random sampling and gradient-based optimization, we will skip the gradient-based optimization here, as it is quite expensive and would require us to fix the multivariate normal. We can do this by additionally overwriting `.suggest`, specifically by changing the default argument of `n_l_bfgs_b` to `0`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "\n",
    "class ThompsonSampling(acquisition.AcquisitionFunction):\n",
    "    def __init__(self, random_state=None):\n",
    "        super().__init__(random_state)\n",
    "\n",
    "    def base_acq(self, y_mean, y_cov):\n",
    "        assert y_cov.shape[0] == y_cov.shape[1], \"y_cov must be a square matrix.\"\n",
    "        return self.random_state.multivariate_normal(y_mean, y_cov)\n",
    "\n",
    "    def _get_acq(self, gp, constraint=None):\n",
    "        if constraint is not None:\n",
    "            msg = (\n",
    "                f\"Received constraints, but acquisition function {type(self)} \"\n",
    "                + \"does not support constrained optimization.\"\n",
    "            )\n",
    "            raise acquisition.ConstraintNotSupportedError(msg)\n",
    "\n",
    "        # overwrite the base method since we require cov not std\n",
    "        dim = gp.X_train_.shape[1]\n",
    "        def acq(x):\n",
    "            x = x.reshape(-1, dim)\n",
    "            with warnings.catch_warnings():\n",
    "                warnings.simplefilter(\"ignore\")\n",
    "                mean, cov = gp.predict(x, return_cov=True)\n",
    "            return -1 * self.base_acq(mean, cov)\n",
    "        return acq\n",
    "\n",
    "    def suggest(self, gp, target_space, n_random=1_000, n_l_bfgs_b=0, fit_gp: bool = True):\n",
    "        # reduce n_random and n_l_bfgs_b to reduce the computational load\n",
    "        return super().suggest(gp, target_space, n_random, n_l_bfgs_b, fit_gp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[30m1         | \u001b[30m0.5721    | \u001b[30m-0.8809   |\n",
      "| \u001b[35m2         | \u001b[35m0.9973    | \u001b[35m6.511     |\n",
      "| \u001b[30m3         | \u001b[30m0.7985    | \u001b[30m4.267     |\n",
      "| \u001b[30m4         | \u001b[30m0.7342    | \u001b[30m7.82      |\n",
      "| \u001b[30m5         | \u001b[30m0.9227    | \u001b[30m0.8877    |\n",
      "| \u001b[30m6         | \u001b[30m0.5426    | \u001b[30m8.523     |\n",
      "| \u001b[30m7         | \u001b[30m0.2361    | \u001b[30m9.857     |\n",
      "| \u001b[35m8         | \u001b[35m1.027     | \u001b[35m6.039     |\n",
      "| \u001b[30m9         | \u001b[30m1.025     | \u001b[30m5.801     |\n",
      "| \u001b[35m10        | \u001b[35m1.027     | \u001b[35m5.934     |\n",
      "=====================================\n",
      "Adding GP samples to the plot... this can take up to several minutes.\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "acquisition_function = ThompsonSampling(random_state=13)\n",
    "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, acquisition_function=acquisition_function, random_state=173)\n",
    "optimizer.maximize(init_points=3, n_iter=7)\n",
    "\n",
    "fig, axs = plot_gp(optimizer, x, y);\n",
    "\n",
    "print(\"Adding GP samples to the plot... this can take up to several minutes.\")\n",
    "\n",
    "x_reduced = np.linspace(-2, 10, 100).reshape(-1, 1)\n",
    "for i in range(99):\n",
    "    y_sample = -1 * acquisition_function._get_acq(gp=optimizer._gp)(x_reduced)\n",
    "    y_sample_argmax = (x_reduced[np.argmax(y_sample)], np.max(y_sample))\n",
    "    axs[1].plot(x_reduced, y_sample, 'k', alpha=0.1, label='other samples from the GP' if i == 0 else None)\n",
    "    axs[1].plot(*y_sample_argmax, 'r.', alpha=0.4, markersize=10, label='other argmaxes' if i == 0 else None)\n",
    "\n",
    "axs[1].legend(loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's push things even further!\n",
    "\n",
    "In some situations, you might be working in a setting where evaluations are not equally expensive. For example, let's say that you're running an expensive mechanical experiment, and performing the experiment is cheap, but adjusting its parameters is an expensive process. In particular, the further away it is from the current set-up, the more expensive it becomes. In such a situation, you could factor in the expense by running a specialized version of Expected Improvement (EI) called EIpu (EI per unit cost). Here we divide the EI by a specific cost function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |\n",
      "-------------------------------------\n",
      "| \u001b[30m1         | \u001b[30m0.5721    | \u001b[30m-0.8809   |\n",
      "| \u001b[35m2         | \u001b[35m0.9973    | \u001b[35m6.511     |\n",
      "| \u001b[30m3         | \u001b[30m0.7985    | \u001b[30m4.267     |\n",
      "| \u001b[35m4         | \u001b[35m1.016     | \u001b[35m5.617     |\n",
      "| \u001b[35m5         | \u001b[35m1.027     | \u001b[35m5.932     |\n",
      "| \u001b[30m6         | \u001b[30m0.45      | \u001b[30m8.875     |\n",
      "| \u001b[30m7         | \u001b[30m1.026     | \u001b[30m6.076     |\n",
      "| \u001b[35m8         | \u001b[35m1.027     | \u001b[35m5.954     |\n",
      "| \u001b[35m9         | \u001b[35m1.027     | \u001b[35m5.955     |\n",
      "| \u001b[30m10        | \u001b[30m1.027     | \u001b[30m5.953     |\n",
      "=====================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class ExpectedImprovementPerUnitCost(acquisition.ExpectedImprovement):\n",
    "    def __init__(self, xi, exploration_decay=None, exploration_decay_delay=None, random_state=None) -> None:\n",
    "        super().__init__(xi, exploration_decay, exploration_decay_delay, random_state)\n",
    "        self.last_x = None\n",
    "\n",
    "    def cost(self, x):\n",
    "        if self.last_x is None:\n",
    "            return 1\n",
    "        return np.mean((self.last_x - np.atleast_2d(x))**2, axis=1) + 1.\n",
    "\n",
    "    def _get_acq(self, gp, constraint=None):\n",
    "        super_acq = super()._get_acq(gp, constraint)\n",
    "        acq = lambda x: super_acq(x) / self.cost(x)\n",
    "        return acq\n",
    "\n",
    "    def suggest(self, gp, target_space, n_random=10000, n_l_bfgs_b=10, fit_gp: bool = True):\n",
    "        # let's get the most recently evaluated point from the target_space\n",
    "        self.last_x = target_space.params[-1]\n",
    "        return super().suggest(gp, target_space, n_random, n_l_bfgs_b, fit_gp)\n",
    "\n",
    "acquisition_function = ExpectedImprovementPerUnitCost(1e-4, random_state=42)\n",
    "optimizer = BayesianOptimization(target, {'x': (-2, 10)}, acquisition_function=acquisition_function, random_state=173)\n",
    "optimizer.maximize(init_points=3, n_iter=7)\n",
    "\n",
    "fig, axs = plot_gp(optimizer, x, y)\n",
    "\n",
    "ax2 = axs[1].twinx()\n",
    "ax2.plot(x, acquisition_function.cost(x), label='Cost to access', color='orange')\n",
    "\n",
    "axs[1].plot(x, -1 * super(acquisition.ExpectedImprovement, acquisition_function)._get_acq(gp=optimizer._gp)(x), 'k--', label='Expected Improvement')\n",
    "\n",
    "lines, labels = axs[1].get_legend_handles_labels()\n",
    "labels[0] = 'Expected Improvement per Unit Cost'\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "axs[1].legend().remove()\n",
    "ax2.legend(lines + lines2, labels + labels2, loc=2, bbox_to_anchor=(1.01, 1), borderaxespad=0.);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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