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authorRémi Flamary <remi.flamary@gmail.com>2020-04-22 11:39:23 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-22 11:39:23 +0200
commit135c011092cb442b0b874b565b6a2ca3f09234c4 (patch)
tree06a1a5209ee090824ae74af76bd2426295edc424 /notebooks/plot_otda_semi_supervised.ipynb
parent5f679247f64fa1c8e277f34165850caea311a084 (diff)
remove notebooks and cleanup readme and doc
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-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "\n",
- "# OTDA unsupervised vs semi-supervised setting\n",
- "\n",
- "\n",
- "This example introduces a semi supervised domain adaptation in a 2D setting.\n",
- "It explicits the problem of semi supervised domain adaptation and introduces\n",
- "some optimal transport approaches to solve it.\n",
- "\n",
- "Quantities such as optimal couplings, greater coupling coefficients and\n",
- "transported samples are represented in order to give a visual understanding\n",
- "of what the transport methods are doing.\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
- "# Stanislas Chambon <stan.chambon@gmail.com>\n",
- "#\n",
- "# License: MIT License\n",
- "\n",
- "import matplotlib.pylab as pl\n",
- "import ot"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Generate data\n",
- "-------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "n_samples_source = 150\n",
- "n_samples_target = 150\n",
- "\n",
- "Xs, ys = ot.datasets.make_data_classif('3gauss', n_samples_source)\n",
- "Xt, yt = ot.datasets.make_data_classif('3gauss2', n_samples_target)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Transport source samples onto target samples\n",
- "--------------------------------------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# unsupervised domain adaptation\n",
- "ot_sinkhorn_un = ot.da.SinkhornTransport(reg_e=1e-1)\n",
- "ot_sinkhorn_un.fit(Xs=Xs, Xt=Xt)\n",
- "transp_Xs_sinkhorn_un = ot_sinkhorn_un.transform(Xs=Xs)\n",
- "\n",
- "# semi-supervised domain adaptation\n",
- "ot_sinkhorn_semi = ot.da.SinkhornTransport(reg_e=1e-1)\n",
- "ot_sinkhorn_semi.fit(Xs=Xs, Xt=Xt, ys=ys, yt=yt)\n",
- "transp_Xs_sinkhorn_semi = ot_sinkhorn_semi.transform(Xs=Xs)\n",
- "\n",
- "# semi supervised DA uses available labaled target samples to modify the cost\n",
- "# matrix involved in the OT problem. The cost of transporting a source sample\n",
- "# of class A onto a target sample of class B != A is set to infinite, or a\n",
- "# very large value\n",
- "\n",
- "# note that in the present case we consider that all the target samples are\n",
- "# labeled. For daily applications, some target sample might not have labels,\n",
- "# in this case the element of yt corresponding to these samples should be\n",
- "# filled with -1.\n",
- "\n",
- "# Warning: we recall that -1 cannot be used as a class label"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fig 1 : plots source and target samples + matrix of pairwise distance\n",
- "---------------------------------------------------------------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 720x720 with 4 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "pl.figure(1, figsize=(10, 10))\n",
- "pl.subplot(2, 2, 1)\n",
- "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.legend(loc=0)\n",
- "pl.title('Source samples')\n",
- "\n",
- "pl.subplot(2, 2, 2)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.legend(loc=0)\n",
- "pl.title('Target samples')\n",
- "\n",
- "pl.subplot(2, 2, 3)\n",
- "pl.imshow(ot_sinkhorn_un.cost_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Cost matrix - unsupervised DA')\n",
- "\n",
- "pl.subplot(2, 2, 4)\n",
- "pl.imshow(ot_sinkhorn_semi.cost_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Cost matrix - semisupervised DA')\n",
- "\n",
- "pl.tight_layout()\n",
- "\n",
- "# the optimal coupling in the semi-supervised DA case will exhibit \" shape\n",
- "# similar\" to the cost matrix, (block diagonal matrix)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fig 2 : plots optimal couplings for the different methods\n",
- "---------------------------------------------------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 576x288 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "pl.figure(2, figsize=(8, 4))\n",
- "\n",
- "pl.subplot(1, 2, 1)\n",
- "pl.imshow(ot_sinkhorn_un.coupling_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nUnsupervised DA')\n",
- "\n",
- "pl.subplot(1, 2, 2)\n",
- "pl.imshow(ot_sinkhorn_semi.coupling_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSemi-supervised DA')\n",
- "\n",
- "pl.tight_layout()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fig 3 : plot transported samples\n",
- "--------------------------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 576x288 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# display transported samples\n",
- "pl.figure(4, figsize=(8, 4))\n",
- "pl.subplot(1, 2, 1)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.5)\n",
- "pl.scatter(transp_Xs_sinkhorn_un[:, 0], transp_Xs_sinkhorn_un[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.title('Transported samples\\nEmdTransport')\n",
- "pl.legend(loc=0)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "\n",
- "pl.subplot(1, 2, 2)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.5)\n",
- "pl.scatter(transp_Xs_sinkhorn_semi[:, 0], transp_Xs_sinkhorn_semi[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.title('Transported samples\\nSinkhornTransport')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "\n",
- "pl.tight_layout()\n",
- "pl.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": "3.6.9"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 0
-}