{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimziers" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from collections import OrderedDict\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimizers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. SGD (Stocastic Gradient Descent)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class SGD:\n", " def __init__(self, learning_rate=0.01):\n", " self.learning_rate = learning_rate\n", " \n", " def update(self, params, grads):\n", " for key in params.keys():\n", " params[key] -= self.learning_rate * grads[key]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Momentum" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class Momentum:\n", " def __init__(self, learning_rate=0.01, momentum=0.9):\n", " self.learning_rate = learning_rate\n", " self.momentum = momentum\n", " self.v = None\n", " \n", " def update(self, params, grads):\n", " if self.v is None:\n", " self.v = {}\n", " for key, val in params.items():\n", " self.v[key] = np.zeros_like(val)\n", " \n", " for key in params.keys():\n", " self.v[key] = self.momentum * self.v[key] - self.learning_rate * grads[key]\n", " params[key] += self.v[key]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3. Nesterov\n", "- Nesterov's Accelerated Gradient (http://arxiv.org/abs/1212.0901)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class Nesterov:\n", " def __init__(self, learning_rate=0.01, momentum=0.9):\n", " self.learning_rate = learning_rate\n", " self.momentum = momentum\n", " self.v = None\n", " \n", " def update(self, params, grads):\n", " if self.v is None:\n", " self.v = {}\n", " for key, val in params.items():\n", " self.v[key] = np.zeros_like(val)\n", " \n", " for key in params.keys():\n", " self.v[key] = self.momentum * self.v[key] - self.learning_rate * grads[key]\n", " params[key] += self.momentum * self.momentum * self.v[key]\n", " params[key] -= (1 + self.momentum) * self.learning_rate * grads[key]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4. AdaGrad\n", "- John Duchi, Elad Hazan, Yoram Singer, \"Adaptive Subgradient Methods for Online Learning and Stochastic Optimization,\" Journal of Machine Learning Research 12 (2011) 2121-2159.\n", "- http://www.jmlr.org/papers/volume12/duchi11a/duchi11a.pdf" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class AdaGrad:\n", " def __init__(self, learning_rate=0.01):\n", " self.learning_rate = learning_rate\n", " self.h = None\n", " \n", " def update(self, params, grads):\n", " if self.h is None:\n", " self.h = {}\n", " for key, val in params.items():\n", " self.h[key] = np.zeros_like(val)\n", " \n", " for key in params.keys():\n", " self.h[key] += grads[key] * grads[key]\n", " params[key] -= self.learning_rate * grads[key] / np.sqrt(self.h[key] + 1e-7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5. RMSprop\n", "- Tieleman, T. and Hinton, G., Divide the gradient by a running average of its recent magnitude, COUSERA: Neural Networks for Machine LearningRMSProp: Lecture 6.5, 2012\n", "- https://www.coursera.org/learn/neural-networks/lecture/YQHki/rmsprop-divide-the-gradient-by-a-running-average-of-its-recent-magnitude" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class RMSprop:\n", " def __init__(self, learning_rate=0.01, decay_rate = 0.99):\n", " self.learning_rate = learning_rate\n", " self.decay_rate = decay_rate\n", " self.h = None\n", " \n", " def update(self, params, grads):\n", " if self.h is None:\n", " self.h = {}\n", " for key, val in params.items():\n", " self.h[key] = np.zeros_like(val)\n", " \n", " for key in params.keys():\n", " self.h[key] *= self.decay_rate\n", " self.h[key] += (1 - self.decay_rate) * grads[key] * grads[key]\n", " params[key] -= self.learning_rate * grads[key] / np.sqrt(self.h[key] + 1e-7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6. Adam\n", "- Diederik P. Kingma, Jimmy Ba, \"Adam: A Method for Stochastic Optimization,\" arXiv:1412.6980, Dec., 2014.\n", "- https://arxiv.org/pdf/1412.6980.pdf" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "class Adam:\n", " def __init__(self, learning_rate=0.01, beta1=0.9, beta2=0.999):\n", " self.learning_rate = learning_rate\n", " self.beta1 = beta1\n", " self.beta2 = beta2\n", " self.iter = 0\n", " self.m = None\n", " self.v = None\n", " \n", " def update(self, params, grads):\n", " if self.m is None:\n", " self.m, self.v = {}, {}\n", " for key, val in params.items():\n", " self.m[key] = np.zeros_like(val)\n", " self.v[key] = np.zeros_like(val)\n", " \n", " self.iter += 1\n", " learning_rate_t = self.learning_rate * np.sqrt(1.0 - self.beta2**self.iter) / (1.0 - self.beta1**self.iter) \n", " \n", " for key in params.keys():\n", " self.m[key] = self.beta1 * self.m[key] + (1 - self.beta1) * grads[key]\n", " self.v[key] = self.beta2 * self.v[key] + (1 - self.beta2) * grads[key] ** 2\n", " params[key] -= learning_rate_t * self.m[key] / np.sqrt(self.v[key] + 1e-7)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "optimizers = OrderedDict()\n", "optimizers[\"SGD\"] = SGD(learning_rate=0.95)\n", "optimizers[\"Momentum\"] = Momentum(learning_rate=0.1)\n", "optimizers[\"Nesterov\"] = Nesterov(learning_rate=0.08)\n", "optimizers[\"AdaGrad\"] = AdaGrad(learning_rate=1.5)\n", "optimizers[\"RMSprop\"] = RMSprop(learning_rate=0.2)\n", "optimizers[\"Adam\"] = Adam(learning_rate=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Funcions\n", "- $f(x) = \\frac{1}{20}x^2 + y^2$\n", "- $f'(x) = \\frac{1}{10}x + 2y$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7DI/92BaAsoaOvYVOvta7GLZVgucilOcSa7RCP4WnYSR5fPVnWFixisIeq6I+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mWce9NiPvrXSn4/5y5qyyNL+egMi8XIvfecS2yslbv/uoLWVkfYNZIkcdfZp2DU61n64deagjPZ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kZyJxQzCb8IScbOp8h02d7xCQfRTFnME5KdcQq4tsja4QqncQzgdBtoP5diTLnRGN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\nxa1hb08+NcdnkhO8kgsW3kJhqGJCYnFqpyQnJoB6cPLTxOTCfY0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uY20EIk86+Sn2FyDp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Unk5qYwdEjydw60ZFmwrriMF9dup6Shhf5xUdxz3mQmZ2ec+s3AippDPLT7S5xe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4dcmzcx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\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G92TZ8v28+/5S7Ybft99W/8QvLOyKPeFLP5rB27d9yD2tH+PQlmPc984EPtz2Bo3b1py0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\nWhiUGdXQu7yyEJ9Au62R3R2r2afdiNmlJ9Q3goKISeRHTCQ5qF+vr32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62jPNWH/aaDxY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def f(x, y):\n", " return x**2 / 20.0 + y**2\n", "\n", "\n", "def df(x, y):\n", " return x / 10.0, 2.0*y\n", "\n", "init_pos = (-7.0, 2.0)\n", "params = {}\n", "params['x'], params['y'] = init_pos[0], init_pos[1]\n", "grads = {}\n", "grads['x'], grads['y'] = 0, 0\n", "\n", "idx = 1\n", "fig = plt.figure(figsize=(15, 10))\n", "\n", "for key in optimizers:\n", " optimizer = optimizers[key]\n", " x_history = []\n", " y_history = []\n", " params['x'], params['y'] = init_pos[0], init_pos[1]\n", " \n", " for i in range(30):\n", " x_history.append(params['x'])\n", " y_history.append(params['y'])\n", " \n", " grads['x'], grads['y'] = df(params['x'], params['y'])\n", " optimizer.update(params, grads)\n", " \n", "\n", " x = np.arange(-15, 15, 0.01)\n", " y = np.arange(-5, 5, 0.01)\n", " \n", " X, Y = np.meshgrid(x, y) \n", " Z = f(X, Y)\n", " \n", " # for simple contour line \n", " mask = Z > 7\n", " Z[mask] = 0\n", " \n", " # plot \n", "\n", " sub_figure = fig.add_subplot(230 + idx)\n", " idx += 1\n", " sub_figure.plot(x_history, y_history, 'o-', color=\"red\")\n", " sub_figure.contour(X, Y, Z)\n", " sub_figure.set_xlim(-15, 15)\n", " sub_figure.set_ylim(-5, 5)\n", " \n", " sub_figure.plot(0, 0, '+')\n", " sub_figure.set_title(key)\n", " sub_figure.set_xlabel(\"x\")\n", " sub_figure.set_ylabel(\"y\")\n", " \n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }