{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### First, we get mnist data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from oreilly.dataset.mnist import load_mnist\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mnist = load_mnist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Execution Part" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def run(gamma, proto_n, criti_n, ktype):\n", "\n", " digitsdat = Data()\n", " digitsdat.X = mnist[0][0][:5000]\n", " digitsdat.y = mnist[0][1][:5000]\n", " digitsdat.gamma = gamma\n", " \n", " if ktype == 0:\n", " digitsdat.calculate_kernel()\n", " print(\"Running Kernel type : global \")\n", " else:\n", " digitsdat.calculate_kernel_individual()\n", " print(\"Running Kernel type : local \")\n", "\n", " selected = greedy_select_protos(digitsdat.kernel, np.array(range(np.shape(digitsdat.kernel)[0])), proto_n)\n", " selectedy = digitsdat.y[selected]\n", " sortedindx = np.argsort(selectedy)\n", "\n", " critselected = None\n", "\n", " if criti_n > 0:\n", " critselected = select_criticism_regularized(digitsdat.kernel, selected, criti_n, is_K_sparse=False, reg='logdet')\n", "\n", " critselectedy = digitsdat.y[critselected]\n", " critsortedindx = np.argsort(critselectedy)\n", "\n", " return selected, critselected, digitsdat\n", "\n", "# mnistを並べて表示する\n", "def plot(selected,data):\n", " # データの表示\n", " W = 10 # 横に並べる個数\n", " H = 10 # 縦に並べる個数\n", " \n", " fig = plt.figure(figsize=(H, W))\n", " fig.subplots_adjust(left=0, right=1, bottom=0, top=1.0, hspace=0.05, wspace=0.05)\n", " \n", " for i in range(W*H):\n", " ax = fig.add_subplot(H, W, i + 1, xticks=[], yticks=[])\n", " ax.imshow(data[selected[i]].reshape((28, 28)))\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running Kernel type : local \n", "Prototypes\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Criticisms\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "...done\n" ] } ], "source": [ "def main(gamma,prototypes_num,kerneltype):\n", "\n", " criticisms_num = 100 # number of criticisms\n", "\n", " selected, critselected, digitsdat = run(gamma,prototypes_num,criticisms_num,kerneltype)\n", "\n", " print(\"Prototypes\")\n", " plot(selected,digitsdat.X)\n", "\n", " print(\"Criticisms\")\n", " plot(critselected,digitsdat.X)\n", "\n", " print(\"...done\")\n", "\n", "if __name__ == '__main__':\n", " gamma = 0.026 # kernel parameter, obtained after cross validation\n", " prototypes_num = 410 # total number of prototypes to select\n", " kernel_type = 1 # 1 for local, 0 for global\n", " main(gamma, prototypes_num,kernel_type) # execution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "## Code below is from original code I mentioned at README.md. \n", "## But I deleted some methods that I don't use.\n", "
\n", "\n", "### Data Class (You can form kernel matrix using this class)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# maintained by rajivak@utexas.edu\n", "from __future__ import absolute_import\n", "from __future__ import division\n", "from __future__ import print_function\n", "from sklearn.datasets import load_svmlight_file\n", "import numpy as np\n", "from sklearn.datasets import load_svmlight_file\n", "from sklearn.metrics.pairwise import rbf_kernel\n", "\n", "\n", "# class to load and handle data\n", "class Data:\n", " X = None # n * d\n", " y = None # n\n", " gamma = None\n", " kernel = None # n* n\n", "\n", " def __init__(self):\n", " pass\n", "\n", " def calculate_kernel(self, g=None):\n", " if g is None:\n", " if self.gamma is None:\n", " print(\"gamma not provided!\")\n", " exit(1)\n", " else:\n", " self.kernel = rbf_kernel(self.X, gamma=self.gamma)\n", " else:\n", " self.kernel = rbf_kernel(self.X, gamma=g)\n", "\n", " # only calculate distance within class. across class, distance = 0\n", " def calculate_kernel_individual(self, g=None):\n", " touseg = g\n", " if touseg is None:\n", " touseg = self.gamma\n", " if touseg is None:\n", " print(\"gamma not provided!\")\n", " exit(1)\n", " self.kernel = np.zeros((np.shape(self.X)[0], np.shape(self.X)[0]) )\n", " sortind = np.argsort(self.y)\n", " self.X = self.X[sortind, :]\n", " self.y = self.y[sortind]\n", "\n", " for i in np.arange(-1,9):\n", " j = i+1\n", " ind = np.where(self.y == j)[0]\n", " startind = np.min(ind)\n", " endind = np.max(ind)+1\n", " self.kernel[startind:endind, startind:endind ] = rbf_kernel(self.X[startind:endind, :], gamma=self.gamma)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "### func for MMD-critic Selection" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# maintained by rajivak@utexas.edu\n", "from __future__ import absolute_import\n", "from __future__ import division\n", "from __future__ import print_function\n", "import numpy as np\n", "# from mpi4py import MPI\n", "import sys\n", "import math\n", "import matplotlib.pyplot as plt\n", "\n", "##############################################################################################################################\n", "# function to select criticisms\n", "# ARGS:\n", "# K: Kernel matrix\n", "# selectedprotos: prototypes already selected\n", "# m : number of criticisms to be selected\n", "# reg: regularizer type.\n", "# is_K_sparse: True means K is the pre-computed csc sparse matrix? False means it is a dense matrix.\n", "# RETURNS: indices selected as criticisms\n", "##############################################################################################################################\n", "def select_criticism_regularized(K, selectedprotos, m, reg='logdet', is_K_sparse=True):\n", "\n", " n = np.shape(K)[0]\n", " if reg in ['None','logdet','iterative']:\n", " pass\n", " else:\n", " print(\"wrong regularizer :\" + reg)\n", " exit(1)\n", " options = dict()\n", "\n", " selected = np.array([], dtype=int)\n", " candidates2 = np.setdiff1d(range(n), selectedprotos)\n", " inverse_of_prev_selected = None # should be a matrix\n", "\n", " if is_K_sparse:\n", " colsum = np.array(K.sum(0)).ravel()/n\n", " else:\n", " colsum = np.sum(K, axis=0)/n\n", "\n", " for i in range(m):\n", " maxx = -sys.float_info.max\n", " argmax = -1\n", " candidates = np.setdiff1d(candidates2, selected)\n", "\n", " s1array = colsum[candidates]\n", "\n", " temp = K[selectedprotos, :][:, candidates]\n", " if is_K_sparse:\n", " s2array = temp.sum(0)\n", " else:\n", " s2array = np.sum(temp, axis=0)\n", "\n", " s2array = s2array / (len(selectedprotos))\n", "\n", " s1array = np.abs(s1array - s2array)\n", " if reg == 'logdet':\n", " if inverse_of_prev_selected is not None: # first call has been made already\n", " temp = K[selected, :][:, candidates]\n", " if is_K_sparse:\n", " temp2 = temp.transpose().dot(inverse_of_prev_selected)\n", " regularizer = temp.transpose().multiply(temp2)\n", " regcolsum = regularizer.sum(1).ravel()# np.sum(regularizer, axis=0)\n", " regularizer = np.abs(K.diagonal()[candidates] - regcolsum)\n", "\n", " else:\n", " # hadamard product\n", " temp2 = np.array(np.dot(inverse_of_prev_selected, temp))\n", " regularizer = temp2 * temp\n", " regcolsum = np.sum(regularizer, axis=0)\n", " regularizer = np.log(np.abs(np.diagonal(K)[candidates] - regcolsum))\n", " s1array = s1array + regularizer\n", " else:\n", " if is_K_sparse:\n", " s1array = s1array - np.log(np.abs(K.diagonal()[candidates]))\n", " else:\n", " s1array = s1array - np.log(np.abs(np.diagonal(K)[candidates]))\n", " argmax = candidates[np.argmax(s1array)]\n", " maxx = np.max(s1array)\n", "\n", " selected = np.append(selected, argmax)\n", " if reg == 'logdet':\n", " KK = K[selected,:][:,selected]\n", " if is_K_sparse:\n", " KK = KK.todense()\n", "\n", " inverse_of_prev_selected = np.linalg.inv(KK) # shortcut\n", " if reg == 'iterative':\n", " selectedprotos = np.append(selectedprotos, argmax)\n", "\n", " return selected\n", "\n", "##############################################################################################################################\n", "# Function choose m of all rows by MMD as per kernelfunc\n", "# ARGS:\n", "# K : kernel matrix\n", "# candidate_indices : array of potential choices for selections, returned values are chosen from these indices\n", "# m: number of selections to be made\n", "# is_K_sparse: True means K is the pre-computed csc sparse matrix? False means it is a dense matrix.\n", "# RETURNS: subset of candidate_indices which are selected as prototypes\n", "##############################################################################################################################\n", "\n", "def greedy_select_protos(K, candidate_indices, m, is_K_sparse=False):\n", "\n", " if len(candidate_indices) != np.shape(K)[0]:\n", " K = K[:,candidate_indices][candidate_indices,:]\n", "\n", " n = len(candidate_indices)\n", "\n", " # colsum = np.array(K.sum(0)).ravel() # same as rowsum\n", " if is_K_sparse:\n", " colsum = 2*np.array(K.sum(0)).ravel() / n\n", " else:\n", " colsum = 2*np.sum(K, axis=0) / n\n", "\n", " selected = np.array([], dtype=int)\n", " value = np.array([])\n", " for i in range(m):\n", " maxx = -sys.float_info.max\n", " argmax = -1\n", " candidates = np.setdiff1d(range(n), selected)\n", "\n", " s1array = colsum[candidates]\n", " if len(selected) > 0:\n", " temp = K[selected, :][:, candidates]\n", " if is_K_sparse:\n", " # s2array = temp.sum(0) *2\n", " s2array = temp.sum(0) * 2 + K.diagonal()[candidates]\n", "\n", " else:\n", " s2array = np.sum(temp, axis=0) *2 + np.diagonal(K)[candidates]\n", "\n", " s2array = s2array/(len(selected) + 1)\n", "\n", " s1array = s1array - s2array\n", "\n", " else:\n", " if is_K_sparse:\n", " s1array = s1array - (np.abs(K.diagonal()[candidates]))\n", " else:\n", " s1array = s1array - (np.abs(np.diagonal(K)[candidates]))\n", "\n", " argmax = candidates[np.argmax(s1array)]\n", " # print(\"max %f\" %np.max(s1array))\n", "\n", " selected = np.append(selected, argmax)\n", " # value = np.append(value,maxx)\n", " KK = K[selected, :][:, selected]\n", " if is_K_sparse:\n", " KK = KK.todense()\n", "\n", " inverse_of_prev_selected = np.linalg.inv(KK) # shortcut\n", "\n", " return candidate_indices[selected]\n" ] } ], "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }