{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "authorship_tag": "ABX9TyOR3WOJwfTlMD8eOLsPfPrz", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "# **Notebook 9.2: Implicit Regularization**\n", "\n", "This notebook investigates how the finite step sizes in gradient descent cause the trajectory to deviate and how this can be explained by adding an implicit regularization term. It recreates figure 9.3 from the book.\n", "\n", "Work through the cells below, running each cell in turn. In various places you will see the words \"TO DO\". Follow the instructions at these places and make predictions about what is going to happen or write code to complete the functions.\n", "\n", "Contact me at udlbookmail@gmail.com if you find any mistakes or have any suggestions.\n" ], "metadata": { "id": "el8l05WQEO46" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "xhmIOLiZELV_" }, "outputs": [], "source": [ "# import libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap" ] }, { "cell_type": "code", "source": [ "#Create colormap\n", "my_colormap_vals_hex =('2a0902', '2b0a03', '2c0b04', '2d0c05', '2e0c06', '2f0d07', '300d08', '310e09', '320f0a', '330f0b', '34100b', '35110c', '36110d', '37120e', '38120f', '39130f', '3a1410', '3b1411', '3c1511', '3d1612', '3e1613', '3f1713', '401714', '411814', '421915', '431915', '451a16', '461b16', '471b17', '481c17', '491d18', '4a1d18', '4b1e19', '4c1f19', '4d1f1a', '4e201b', '50211b', '51211c', '52221c', '53231d', '54231d', '55241e', '56251e', '57261f', '58261f', '592720', '5b2821', '5c2821', '5d2922', '5e2a22', '5f2b23', '602b23', '612c24', '622d25', '632e25', '652e26', '662f26', '673027', '683027', '693128', '6a3229', '6b3329', '6c342a', '6d342a', '6f352b', '70362c', '71372c', '72372d', '73382e', '74392e', '753a2f', '763a2f', '773b30', '783c31', '7a3d31', '7b3e32', '7c3e33', '7d3f33', '7e4034', '7f4134', '804235', '814236', '824336', '834437', '854538', '864638', '874739', '88473a', '89483a', '8a493b', '8b4a3c', '8c4b3c', '8d4c3d', '8e4c3e', '8f4d3f', '904e3f', '924f40', '935041', '945141', '955242', '965343', '975343', '985444', '995545', '9a5646', '9b5746', '9c5847', '9d5948', '9e5a49', '9f5a49', 'a05b4a', 'a15c4b', 'a35d4b', 'a45e4c', 'a55f4d', 'a6604e', 'a7614e', 'a8624f', 'a96350', 'aa6451', 'ab6552', 'ac6552', 'ad6653', 'ae6754', 'af6855', 'b06955', 'b16a56', 'b26b57', 'b36c58', 'b46d59', 'b56e59', 'b66f5a', 'b7705b', 'b8715c', 'b9725d', 'ba735d', 'bb745e', 'bc755f', 'bd7660', 'be7761', 'bf7862', 'c07962', 'c17a63', 'c27b64', 'c27c65', 'c37d66', 'c47e67', 'c57f68', 'c68068', 'c78169', 'c8826a', 'c9836b', 'ca846c', 'cb856d', 'cc866e', 'cd876f', 'ce886f', 'ce8970', 'cf8a71', 'd08b72', 'd18c73', 'd28d74', 'd38e75', 'd48f76', 'd59077', 'd59178', 'd69279', 'd7937a', 'd8957b', 'd9967b', 'da977c', 'da987d', 'db997e', 'dc9a7f', 'dd9b80', 'de9c81', 'de9d82', 'df9e83', 'e09f84', 'e1a185', 'e2a286', 'e2a387', 'e3a488', 'e4a589', 'e5a68a', 'e5a78b', 'e6a88c', 'e7aa8d', 'e7ab8e', 'e8ac8f', 'e9ad90', 'eaae91', 'eaaf92', 'ebb093', 'ecb295', 'ecb396', 'edb497', 'eeb598', 'eeb699', 'efb79a', 'efb99b', 'f0ba9c', 'f1bb9d', 'f1bc9e', 'f2bd9f', 'f2bfa1', 'f3c0a2', 'f3c1a3', 'f4c2a4', 'f5c3a5', 'f5c5a6', 'f6c6a7', 'f6c7a8', 'f7c8aa', 'f7c9ab', 'f8cbac', 'f8ccad', 'f8cdae', 'f9ceb0', 'f9d0b1', 'fad1b2', 'fad2b3', 'fbd3b4', 'fbd5b6', 'fbd6b7', 'fcd7b8', 'fcd8b9', 'fcdaba', 'fddbbc', 'fddcbd', 'fddebe', 'fddfbf', 'fee0c1', 'fee1c2', 'fee3c3', 'fee4c5', 'ffe5c6', 'ffe7c7', 'ffe8c9', 'ffe9ca', 'ffebcb', 'ffeccd', 'ffedce', 'ffefcf', 'fff0d1', 'fff2d2', 'fff3d3', 'fff4d5', 'fff6d6', 'fff7d8', 'fff8d9', 'fffada', 'fffbdc', 'fffcdd', 'fffedf', 'ffffe0')\n", "my_colormap_vals_dec = np.array([int(element,base=16) for element in my_colormap_vals_hex])\n", "r = np.floor(my_colormap_vals_dec/(256*256))\n", "g = np.floor((my_colormap_vals_dec - r *256 *256)/256)\n", "b = np.floor(my_colormap_vals_dec - r * 256 *256 - g * 256)\n", "my_colormap_vals = np.vstack((r,g,b)).transpose()/255.0\n", "my_colormap = ListedColormap(my_colormap_vals)" ], "metadata": { "id": "RSrv2Ab7hbsY" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "# define main function\n", "def loss(phi0, phi1):\n", " phi1_std = np.exp(-0.5 * (phi0 * phi0)*4.0)\n", " return 1.0-np.exp(-0.5 * (phi1 * phi1)/(phi1_std * phi1_std))\n", "\n", "# Compute the gradient (just done with finite differences for simplicity)\n", "def get_loss_gradient(phi0, phi1):\n", " delta_phi = 0.00001;\n", " gradient = np.zeros((2,1));\n", " gradient[0] = (loss(phi0+delta_phi/2.0, phi1) - loss(phi0-delta_phi/2.0, phi1))/delta_phi\n", " gradient[1] = (loss(phi0, phi1+delta_phi/2.0) - loss(phi0, phi1-delta_phi/2.0))/delta_phi\n", " return gradient;" ], "metadata": { "id": "Wzi8xmOmhkGF" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": [ "# define grid to plot function\n", "grid_values = np.arange(-0.8,0.5,0.01);\n", "phi0mesh, phi1mesh = np.meshgrid(grid_values, grid_values)\n", "loss_function = np.zeros((grid_values.size, grid_values.size))\n", "for idphi0, phi0 in enumerate(grid_values):\n", " for idphi1, phi1 in enumerate(grid_values):\n", " loss_function[idphi0, idphi1] = loss(phi1,phi0)\n" ], "metadata": { "id": "SFJgLbH5iAZe" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "# Perform gradient descent n_steps times and return path\n", "def grad_descent(start_posn, n_steps, step_size):\n", " grad_path = np.zeros((2, n_steps+1));\n", " grad_path[:,0] = start_posn[:,0];\n", " for c_step in range(n_steps):\n", " this_grad = get_loss_gradient(grad_path[0,c_step], grad_path[1,c_step]);\n", " grad_path[:,c_step+1] = grad_path[:,c_step] - step_size * this_grad[:,0]\n", " return grad_path;" ], "metadata": { "id": "1BKt38kOh5TU" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "# Draw the loss function and the trajectories on it\n", "def draw_function(phi0mesh, phi1mesh, loss_function, my_colormap, grad_path_tiny_lr=None, grad_path_typical_lr=None):\n", " fig = plt.figure();\n", " ax = plt.axes();\n", " fig.set_size_inches(7,7)\n", " ax.contourf(phi0mesh, phi1mesh, loss_function, 256, cmap=my_colormap);\n", " ax.contour(phi0mesh, phi1mesh, loss_function, 20, colors=['#80808080'])\n", " ax.set_xlabel('$\\phi_{0}$'); ax.set_ylabel('$\\phi_{1}$')\n", "\n", " if grad_path_typical_lr is not None:\n", " ax.plot(grad_path_typical_lr[0,:], grad_path_typical_lr[1,:],'ro-')\n", " if grad_path_tiny_lr is not None:\n", " ax.plot(grad_path_tiny_lr[0,:], grad_path_tiny_lr[1,:],'b-')\n", " plt.show()" ], "metadata": { "id": "KMoEZIiEiQ33" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "# Define the start position\n", "start_posn = np.zeros((2,1)); start_posn[0,0] = -0.7; start_posn[1,0] = -0.75\n", "\n", "# Run the gradient descent with a very small learning rate to simulate continuous case\n", "grad_path_tiny_lr = grad_descent(start_posn, 10000, 0.001)\n", "# Run the gradient descent with a typical sized learning rate\n", "grad_path_typical_lr = grad_descent(start_posn, 100, 0.05)\n", "\n", "draw_function(phi0mesh, phi1mesh, loss_function, my_colormap, grad_path_tiny_lr, grad_path_typical_lr)\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 623 }, "id": "FYpJ3cB4iy_B", "outputId": "08c552c6-8377-447b-8ce7-8e925e195679" }, "execution_count": 7, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "You can see that the two solutions do not converge to the same place. The ideal continuous solution is in blue, but in practice, we run the gradient set with as large a learning rate as possible so that it converges quickly (red curve).
\n", "\n", "It turns out that using a large learning rate often gives better generalization results (figure 9.5a from book), and presumably, this is because we converge to a different (and better) place.\n", "\n", "But how can we characterize the effect of the large learning rate? One way is to consider what regularization term we would have to add to the original loss function so that the continuous solution converges to the same place as the discrete version with the large learning rate did on the original curve." ], "metadata": { "id": "cZI8FfnVj9PT" } }, { "cell_type": "code", "source": [ "# Compute the implicit regularization term (second term in equation 9.8 in the book)\n", "def get_reg_term(phi0, phi1, alpha):\n", " # TODO -- compute this term\n", " # You can use the function get_loss_gradient(phi0, phi1) that was defined above\n", " # Replace this line:\n", " reg_term = 0.0;\n", "\n", " return reg_term;\n", "\n", "\n", "# Compute modified loss function (equation 9.8)\n", "def loss_reg(phi0, phi1, alpha):\n", " # The original function\n", " phi1_std = np.exp(-0.5 * (phi0 * phi0)*4.0)\n", " loss_out = 1.0-np.exp(-0.5 * (phi1 * phi1)/(phi1_std * phi1_std))\n", "\n", " # Add the regularization term that you just calculated above\n", " loss_out = loss_out + get_reg_term(phi0, phi1,alpha)\n", " return loss_out ;\n", "\n", "# Compute gradient of modified loss function for gradient descent\n", "def get_loss_gradient_reg(phi0, phi1,alpha):\n", " delta_phi = 0.00001;\n", " gradient = np.zeros((2,1));\n", " gradient[0] = (loss_reg(phi0+delta_phi/2.0, phi1, alpha) - loss_reg(phi0-delta_phi/2.0, phi1, alpha))/delta_phi\n", " gradient[1] = (loss_reg(phi0, phi1+delta_phi/2.0, alpha) - loss_reg(phi0, phi1-delta_phi/2.0, alpha))/delta_phi\n", " return gradient;" ], "metadata": { "id": "dv6CvhDwjKAm" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "# Let's visualize the regularization term\n", "alpha = 0.1\n", "reg_term = np.zeros((grid_values.size, grid_values.size))\n", "for idphi0, phi0 in enumerate(grid_values):\n", " for idphi1, phi1 in enumerate(grid_values):\n", " reg_term[idphi0, idphi1] = get_reg_term(phi1,phi0, alpha)\n", "\n", "\n", "draw_function(phi0mesh, phi1mesh, reg_term, my_colormap)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 623 }, "id": "6dRiS07DtpzU", "outputId": "dbb3e5a9-2dfe-4a30-d590-93476fd54103" }, "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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OnfHMM8/EEUccEfn5+bFo0aKYMGFCdO/ePfr37x+LFy+OVatWxW9+85t444032mhsAAD+XLP/okS3bt3izDPPjC984QsxbNiwePbZZ2Pnzp2xdu3a+Od//ucYMGBA7Nu3L6699tro379/FBUVtcXcAAD8mRa/UeLOO++Mc889N1577bW48cYbY9iwYVFWVharV6+OPn36xJYtW2LLli2xbt261pwXAIADaHHUDR8+PFatWhU33nhjnHXWWZFl2f8+YEFBLFy4MCIijj/++Dj++ONbZ1IAAA7qsD6n7qSTToqlS5fGtm3b4tlnn429e/fG6NGjhRwAQDs77L8oERHRu3fvuOSSS1rjoQAAaIFmv1ECAIDOR9QBACRA1AEAJEDUAQAkQNQBACQgZ6Ouuro6Jk6cGEVFRVFSUhKTJ0+O999/v8nzb7rpphg4cGB87nOfixNOOCG+/vWvR01NTTtODQDQNnI26iZOnBgvvvhiLF26NB599NF44okn4oYbbjjo+W+++Wa8+eabMXfu3Fi3bl384he/iCVLlsTkyZPbcWoAgLaRl330pyByyPr162PIkCHx3HPPxciRIyMiYsmSJTFhwoTYsmVL9OnT55Ae56GHHoq//du/jV27dkVBwaF9ZF9tbW0UFxfH1NMHRtcuXVr8GgAAPs3eurr4yZoNUVNTE0VFRU2em5N36iorK6OkpKQh6CIiKioqIj8/P1asWHHIj/PRBjUVdHv27Ina2tpGBwBAZ5OTUVdVVRW9evVqtFZQUBDdu3ePqqqqQ3qMd955J+64444mf2QbETF79uwoLi5uOMrKylo8NwBAW+lUUTdjxozIy8tr8nj55ZcP+3lqa2vjoosuiiFDhsTtt9/e5LkzZ86MmpqahmPz5s2H/fwAAK2tVf72a2u55ZZb4vrrr2/ynP79+0dpaWls37690fr+/fujuro6SktLm7x+586dMX78+DjmmGNi8eLFccQRRzR5fmFhYRQWFh7S/AAAHaVTRV3Pnj2jZ8+en3re6NGjY8eOHbFq1aoYMWJEREQsX7486uvro7y8/KDX1dbWxgUXXBCFhYXxyCOPRLdu3VptdgCAjtSpfvx6qAYPHhzjx4+PKVOmxMqVK+Ppp5+OadOmxVVXXdXwztetW7fGoEGDYuXKlRHxv0F3/vnnx65du+LnP/951NbWRlVVVVRVVUVdXV1HvhwAgMPWqe7UNcd9990X06ZNi3HjxkV+fn5cfvnl8eMf/7jh6/v27YsNGzbE7t27IyJi9erVDe+MHTBgQKPHev3116Nfv37tNjsAQGvLyc+p60g+pw4AaC/Jf04dAACNiToAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABORs1FVXV8fEiROjqKgoSkpKYvLkyfH+++8f0rVZlsWFF14YeXl58fDDD7ftoAAA7SBno27ixInx4osvxtKlS+PRRx+NJ554Im644YZDunbevHmRl5fXxhMCALSfgo4eoCXWr18fS5Ysieeeey5GjhwZERF33313TJgwIebOnRt9+vQ56LUvvPBC3HnnnfH888/H5z//+fYaGQCgTeXknbrKysooKSlpCLqIiIqKisjPz48VK1Yc9Lrdu3fH1772tZg/f36Ulpa2x6gAAO0iJ+/UVVVVRa9evRqtFRQURPfu3aOqquqg1918880xZsyYuOSSSw75ufbs2RN79uxp+HdtbW3zBwYAaGOd6k7djBkzIi8vr8nj5ZdfbtFjP/LII7F8+fKYN29es66bPXt2FBcXNxxlZWUten4AgLbUqe7U3XLLLXH99dc3eU7//v2jtLQ0tm/f3mh9//79UV1dfdAfqy5fvjw2btwYJSUljdYvv/zyGDt2bDz++OMHvG7mzJkxffr0hn/X1tYKOwCg0+lUUdezZ8/o2bPnp543evTo2LFjR6xatSpGjBgREf8bbfX19VFeXn7Aa2bMmBF/93d/12ht6NChcdddd8XFF1980OcqLCyMwsLCZrwKAID216mi7lANHjw4xo8fH1OmTIl777039u3bF9OmTYurrrqq4Z2vW7dujXHjxsWvfvWrGDVqVJSWlh7wLt4JJ5wQf/EXf9HeLwEAoFV1qt+pa4777rsvBg0aFOPGjYsJEybE2WefHT/96U8bvr5v377YsGFD7N69uwOnBABoHzl5py4ionv37nH//fcf9Ov9+vWLLMuafIxP+zoAQK7I2Tt1AAD8iagDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIQM5GXXV1dUycODGKioqipKQkJk+eHO+///6nXldZWRnnnXdeHHXUUVFUVBRf/OIX44MPPmiHiQEA2k7ORt3EiRPjxRdfjKVLl8ajjz4aTzzxRNxwww1NXlNZWRnjx4+P888/P1auXBnPPfdcTJs2LfLzc3YbAAAiIiIvy7Kso4dorvXr18eQIUPiueeei5EjR0ZExJIlS2LChAmxZcuW6NOnzwGvO+uss+LLX/5y3HHHHS1+7tra2iguLo6ppw+Mrl26tPhxAAA+zd66uvjJmg1RU1MTRUVFTZ6bk7eoKisro6SkpCHoIiIqKioiPz8/VqxYccBrtm/fHitWrIhevXrFmDFjonfv3nHOOefEU0891eRz7dmzJ2praxsdAACdTU5GXVVVVfTq1avRWkFBQXTv3j2qqqoOeM1rr70WERG33357TJkyJZYsWRJnnHFGjBs3Ll555ZWDPtfs2bOjuLi44SgrK2u9FwIA0Eo6VdTNmDEj8vLymjxefvnlFj12fX19RERMnTo1Jk2aFKeffnrcddddMXDgwFi4cOFBr5s5c2bU1NQ0HJs3b27R8wMAtKWCjh7gz91yyy1x/fXXN3lO//79o7S0NLZv395off/+/VFdXR2lpaUHvO7zn/98REQMGTKk0frgwYNj06ZNB32+wsLCKCwsPITpAQA6TqeKup49e0bPnj0/9bzRo0fHjh07YtWqVTFixIiIiFi+fHnU19dHeXn5Aa/p169f9OnTJzZs2NBo/Y9//GNceOGFhz88AEAH6lQ/fj1UgwcPjvHjx8eUKVNi5cqV8fTTT8e0adPiqquuanjn69atW2PQoEGxcuXKiIjIy8uLb37zm/HjH/84fv3rX8err74a3/nOd+Lll1+OyZMnd+TLAQA4bJ3qTl1z3HfffTFt2rQYN25c5Ofnx+WXXx4//vGPG76+b9++2LBhQ+zevbth7R//8R/jww8/jJtvvjmqq6tj2LBhsXTp0jjppJM64iUAALSanPycuo7kc+oAgPaS/OfUAQDQmKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASICoAwBIgKgDAEiAqAMASEDORl11dXVMnDgxioqKoqSkJCZPnhzvv/9+k9dUVVXFNddcE6WlpXHUUUfFGWecEf/5n//ZThMDALSdnI26iRMnxosvvhhLly6NRx99NJ544om44YYbmrzm2muvjQ0bNsQjjzwSa9eujcsuuyyuuOKKWLNmTTtNDQDQNnIy6tavXx9LliyJn/3sZ1FeXh5nn3123H333bFo0aJ48803D3rdM888EzfddFOMGjUq+vfvH7feemuUlJTEqlWr2nF6AIDWl5NRV1lZGSUlJTFy5MiGtYqKisjPz48VK1Yc9LoxY8bEAw88ENXV1VFfXx+LFi2KDz/8MM4999x2mBoAoO0UdPQALVFVVRW9evVqtFZQUBDdu3ePqqqqg1734IMPxpVXXhnHHXdcFBQUxJFHHhmLFy+OAQMGHPSaPXv2xJ49exr+XVNTExERe+vqDvNVAAA07aPeyLLsU8/tVFE3Y8aM+P73v9/kOevXr2/x43/nO9+JHTt2xGOPPRY9evSIhx9+OK644op48sknY+jQoQe8Zvbs2fHd7373E+v/7w+vtngOAIDm2LlzZxQXFzd5Tl52KOnXTt5+++149913mzynf//+8R//8R9xyy23xHvvvdewvn///ujWrVs89NBD8dd//defuG7jxo0xYMCAWLduXZxyyikN6xUVFTFgwIC49957D/h8H79Tt2PHjjjxxBNj06ZNn7q5fLra2tooKyuLzZs3R1FRUUePk/PsZ+uyn63LfrYu+9n6OuOeZlkWO3fujD59+kR+ftO/Ndep7tT17Nkzevbs+annjR49Onbs2BGrVq2KESNGRETE8uXLo76+PsrLyw94ze7duyMiPrEhXbp0ifr6+oM+V2FhYRQWFn5ivbi4uNP8B56CoqIi+9mK7Gfrsp+ty362LvvZ+jrbnh7qTaScfKPE4MGDY/z48TFlypRYuXJlPP300zFt2rS46qqrok+fPhERsXXr1hg0aFCsXLkyIiIGDRoUAwYMiKlTp8bKlStj48aNceedd8bSpUvj0ksv7cBXAwBw+HIy6iIi7rvvvhg0aFCMGzcuJkyYEGeffXb89Kc/bfj6vn37YsOGDQ136I444oj47W9/Gz179oyLL744TjvttPjVr34Vv/zlL2PChAkd9TIAAFpFp/rxa3N079497r///oN+vV+/fp94p8jJJ5982H9BorCwMGbNmnXAH8nSfPazddnP1mU/W5f9bF32s/Xl+p52qjdKAADQMjn741cAAP5E1AEAJEDUAQAkQNQBACRA1B2C6urqmDhxYhQVFUVJSUlMnjw53n///SavqaqqimuuuSZKS0vjqKOOijPOOOOw33mbipbsZ0REZWVlnHfeeXHUUUdFUVFRfPGLX4wPPvigHSbu3Fq6nxH/+0nlF154YeTl5cXDDz/ctoPmiObuZ3V1ddx0000xcODA+NznPhcnnHBCfP3rX2/4O9GfNfPnz49+/fpFt27dory8vOGzQg/moYceikGDBkW3bt1i6NCh8dvf/radJs0NzdnPBQsWxNixY+PYY4+NY489NioqKj51/z9rmvv9+ZFFixZFXl5e5/9c24xPNX78+GzYsGHZs88+mz355JPZgAEDsquvvrrJa7785S9nZ555ZrZixYps48aN2R133JHl5+dnq1evbqepO6+W7OczzzyTFRUVZbNnz87WrVuXvfzyy9kDDzyQffjhh+00defVkv38yA9/+MPswgsvzCIiW7x4cdsOmiOau59r167NLrvssuyRRx7JXn311WzZsmXZySefnF1++eXtOHXnsGjRoqxr167ZwoULsxdffDGbMmVKVlJSkm3btu2A5z/99NNZly5dsh/84AfZSy+9lN16663ZEUccka1du7adJ++cmrufX/va17L58+dna9asydavX59df/31WXFxcbZly5Z2nrxzau5+fuT111/P+vbtm40dOza75JJL2mfYFhJ1n+Kll17KIiJ77rnnGtZ+97vfZXl5ednWrVsPet1RRx2V/epXv2q01r1792zBggVtNmsuaOl+lpeXZ7feemt7jJhTWrqfWZZla9asyfr27Zu99dZbou7/HM5+/rkHH3ww69q1a7Zv3762GLPTGjVqVPb3f//3Df+uq6vL+vTpk82ePfuA519xxRXZRRdd1GitvLw8mzp1apvOmSuau58ft3///uyYY47JfvnLX7bViDmlJfu5f//+bMyYMdnPfvaz7Lrrruv0UefHr5+isrIySkpKYuTIkQ1rFRUVkZ+fHytWrDjodWPGjIkHHnggqquro76+PhYtWhQffvhhnHvuue0wdefVkv3cvn17rFixInr16hVjxoyJ3r17xznnnBNPPfVUe43dabX0+3P37t3xta99LebPnx+lpaXtMWpOaOl+flxNTU0UFRVFQUHOfr57s+3duzdWrVoVFRUVDWv5+flRUVERlZWVB7ymsrKy0fkRERdccMFBz/8sacl+ftzu3btj37590b1797YaM2e0dD+/973vRa9evWLy5MntMeZhE3WfoqqqKnr16tVoraCgILp37x5VVVUHve7BBx+Mffv2xXHHHReFhYUxderUWLx4cQwYMKCtR+7UWrKfr732WkRE3H777TFlypRYsmRJnHHGGTFu3Lh45ZVX2nzmzqyl358333xzjBkzJi655JK2HjGntHQ//9w777wTd9xxR9xwww1tMWKn9c4770RdXV307t270Xrv3r0PundVVVXNOv+zpCX7+XHf/va3o0+fPp8I58+iluznU089FT//+c9jwYIF7TFiq/jMRt2MGTMiLy+vyePll19u8eN/5zvfiR07dsRjjz0Wzz//fEyfPj2uuOKKWLt2bSu+is6jLfezvr4+IiKmTp0akyZNitNPPz3uuuuuGDhwYCxcuLA1X0an0Zb7+cgjj8Ty5ctj3rx5rTt0J9bW/33/SG1tbVx00UUxZMiQuP322w9/cGihOXPmxKJFi2Lx4sXRrVu3jh4n5+zcuTOuueaaWLBgQfTo0aOjxzlkn52fDXzMLbfcEtdff32T5/Tv3z9KS0tj+/btjdb3798f1dXVB/2x1caNG+Oee+6JdevWxSmnnBIREcOGDYsnn3wy5s+fH/fee2+rvIbOpC338/Of/3xERAwZMqTR+uDBg2PTpk0tH7oTa8v9XL58eWzcuDFKSkoarV9++eUxduzYePzxxw9j8s6pLffzIzt37ozx48fHMcccE4sXL44jjjjicMfOKT169IguXbrEtm3bGq1v27btoHtXWlrarPM/S1qynx+ZO3duzJkzJx577LE47bTT2nLMnNHc/dy4cWO88cYbcfHFFzesfXSDoaCgIDZs2BAnnXRS2w7dEh39S32d3Ue/OP388883rP33f/93k784/Yc//CGLiOyll15qtH7++ednU6ZMadN5O7uW7Gd9fX3Wp0+fT7xRYvjw4dnMmTPbdN7OriX7+dZbb2Vr165tdERE9qMf/Sh77bXX2mv0Tqkl+5llWVZTU5OdddZZ2TnnnJPt2rWrPUbtlEaNGpVNmzat4d91dXVZ3759m3yjxF/91V81Whs9erQ3Svyf5u5nlmXZ97///ayoqCirrKxsjxFzSnP284MPPvjE/05ecskl2XnnnZetXbs227NnT3uOfshE3SEYP358dvrpp2crVqzInnrqqezkk09u9BEHW7ZsyQYOHJitWLEiy7Is27t3bzZgwIBs7Nix2YoVK7JXX301mzt3bpaXl5f95je/6aiX0Wk0dz+zLMvuuuuurKioKHvooYeyV155Jbv11luzbt26Za+++mpHvIROpSX7+XHh3a8NmrufNTU1WXl5eTZ06NDs1Vdfzd56662GY//+/R31MjrEokWLssLCwuwXv/hF9tJLL2U33HBDVlJSklVVVWVZlmXXXHNNNmPGjIbzn3766aygoCCbO3dutn79+mzWrFk+0uTPNHc/58yZk3Xt2jX79a9/3ej7cOfOnR31EjqV5u7nx+XCu19F3SF49913s6uvvjo7+uijs6KiomzSpEmN/kvy+uuvZxGR/f73v29Y++Mf/5hddtllWa9evbIjjzwyO+200z7xESefVS3ZzyzLstmzZ2fHH398duSRR2ajR4/OnnzyyXaevHNq6X7+OVH3J83dz9///vdZRBzweP311zvmRXSgu+++OzvhhBOyrl27ZqNGjcqeffbZhq+dc8452XXXXdfo/AcffDD7y7/8y6xr167ZKaec4v/4fkxz9vPEE0884PfhrFmz2n/wTqq5359/LheiLi/Lsqwdf9oLAEAb+My++xUAICWiDgAgAaIOACABog4AIAGiDgAgAaIOACABog4AIAGiDgAgAaIOACABog6gjQ0ePDh+9rOfdfQYQOJEHUAb+uCDD+KVV16JYcOGdfQoQOJEHUAbWrduXWRZFqeeempHjwIkTtQBtIEXXnghzjvvvDj77LOjvr4+TjjhhJg3b15HjwUkrKCjBwBIzcaNG+Occ86Jb37zm3HcccdFfX19nHnmmXHzzTfHueeeG8OHD+/oEYEEuVMH0MpuvPHGuOyyy+LWW2+NTZs2xRe+8IX41re+FUVFRfHkk09GRMSjjz4aAwcOjJNPPtmbKIBWIeoAWlFVVVUsX748brzxxqirq4u1a9fG8OHDIz8/P7p06RJdu3aN/fv3x/Tp02P58uWxZs2a+Nd//dd49913O3p0IMeJOoBW9Oyzz0Z9fX0MHz48NmzYEB988EEMHz483njjjXjvvfdizJgxsXLlyjjllFOib9++cfTRR8eFF14Y//M//9PRowM5TtQBtKK9e/dGRMSHH34Ya9asiRNPPDG6d+8e9957b5x66qkxdOjQePPNN6Nv374N1/Tt2ze2bt3aUSMDifBGCYBWNHr06CgoKIjvfe978f7770f//v3jnnvuibvvvjueeOKJjh4PSJioA2hFZWVlsXDhwvj2t78db731VhQUFMTu3btjyZIlMWLEiIiI6NOnT6M7c1u3bo1Ro0Z11MhAIvKyLMs6egiAFHXv3j1+8YtfxFe+8pVG6/v374/BgwfH448/HsXFxTFixIh45pln4rjjjuugSYEUuFMH0Aa2bNkS77333gH/kkRBQUHceeed8aUvfSnq6+vjW9/6lqADDps7dQBt4He/+1189atfjZ07d0ZeXl5HjwN8Bog6AIAE+EgTAIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgASIOgCABIg6AIAEiDoAgAT8f+vG/Ps8YdjKAAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "As you would expect, the regularization term is largest where the magnitude or the gradient of the original loss function was biggest (i.e., where it was steepest)" ], "metadata": { "id": "dTzRD0L1u9u8" } }, { "cell_type": "code", "source": [ "# We'll also visualize the loss function plus the regularization term\n", "alpha = 0.1\n", "loss_function_reg = np.zeros((grid_values.size, grid_values.size))\n", "for idphi0, phi0 in enumerate(grid_values):\n", " for idphi1, phi1 in enumerate(grid_values):\n", " loss_function_reg[idphi0, idphi1] = loss_reg (phi1,phi0, alpha)\n", "\n", "draw_function(phi0mesh, phi1mesh, loss_function_reg, my_colormap)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 623 }, "id": "B3cDTP8MwkGc", "outputId": "5a1e1cdc-54be-4759-de96-4bd57a7832e1" }, "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "It looks pretty similar to the original loss function, but you can see from the contours that it is slightly different." ], "metadata": { "id": "H2HP4VLyxQ9d" } }, { "cell_type": "code", "source": [ "# Perform gradient descent n_steps times on modified loss function and return path\n", "# Alpha is the step size for the gradient descent\n", "# Alpha reg is the step size used to calculate the regularization term\n", "def grad_descent_reg(start_posn, n_steps, alpha, alpha_reg):\n", " grad_path = np.zeros((2, n_steps+1));\n", " grad_path[:,0] = start_posn[:,0];\n", " for c_step in range(n_steps):\n", " this_grad = get_loss_gradient_reg(grad_path[0,c_step], grad_path[1,c_step],alpha_reg);\n", " grad_path[:,c_step+1] = grad_path[:,c_step] - alpha * this_grad[:,0]\n", " return grad_path;" ], "metadata": { "id": "Szod9XEhto7q" }, "execution_count": 11, "outputs": [] }, { "cell_type": "code", "source": [ "# Define the start position\n", "start_posn = np.zeros((2,1)); start_posn[0,0] = -0.7; start_posn[1,0] = -0.75\n", "\n", "# TODO: Run the gradient descent on the modified loss\n", "# function with 10000 steps and alpha_reg = 0.05, and a very small learning rate alpha of 0.001\n", "# Replace this line:\n", "grad_path_tiny_lr = None ;\n", "\n", "\n", "# TODO: Run the gradient descent on the modified loss\n", "# function with 100 steps and a very small learning rate alpha of 0.05\n", "# Replace this line:\n", "grad_path_typical_lr = None ;\n", "\n", "\n", "# Draw the functions\n", "draw_function(phi0mesh, phi1mesh, loss_function_reg, my_colormap, grad_path_tiny_lr, grad_path_typical_lr)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 623 }, "id": "44hpwMm0v2y0", "outputId": "1db029b8-3239-41c4-c701-d4429a8a4dc5" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Now the two trajectories align. The red curve runs gradient descent with a typical step size on the original loss function. The blue curve simulates continuous gradient descent on the regularized loss function." ], "metadata": { "id": "0wyIgvKF1QIq" } } ] }