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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_d2.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",
- "# OT for domain adaptation on empirical distributions\n",
- "\n",
- "\n",
- "This example introduces a domain adaptation in a 2D setting. It explicits\n",
- "the problem of domain adaptation and introduces some optimal transport\n",
- "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\n",
- "import ot.plot"
- ]
- },
- {
- "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)\n",
- "\n",
- "# Cost matrix\n",
- "M = ot.dist(Xs, Xt, metric='sqeuclidean')"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Instantiate the different transport algorithms and fit them\n",
- "-----------------------------------------------------------\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# EMD Transport\n",
- "ot_emd = ot.da.EMDTransport()\n",
- "ot_emd.fit(Xs=Xs, Xt=Xt)\n",
- "\n",
- "# Sinkhorn Transport\n",
- "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n",
- "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n",
- "\n",
- "# Sinkhorn Transport with Group lasso regularization\n",
- "ot_lpl1 = ot.da.SinkhornLpl1Transport(reg_e=1e-1, reg_cl=1e0)\n",
- "ot_lpl1.fit(Xs=Xs, ys=ys, Xt=Xt)\n",
- "\n",
- "# transport source samples onto target samples\n",
- "transp_Xs_emd = ot_emd.transform(Xs=Xs)\n",
- "transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=Xs)\n",
- "transp_Xs_lpl1 = ot_lpl1.transform(Xs=Xs)"
- ]
- },
- {
- "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 3 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(M, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Matrix of pairwise distances')\n",
- "pl.tight_layout()"
- ]
- },
- {
- "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 720x432 with 6 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "pl.figure(2, figsize=(10, 6))\n",
- "\n",
- "pl.subplot(2, 3, 1)\n",
- "pl.imshow(ot_emd.coupling_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nEMDTransport')\n",
- "\n",
- "pl.subplot(2, 3, 2)\n",
- "pl.imshow(ot_sinkhorn.coupling_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSinkhornTransport')\n",
- "\n",
- "pl.subplot(2, 3, 3)\n",
- "pl.imshow(ot_lpl1.coupling_, interpolation='nearest')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSinkhornLpl1Transport')\n",
- "\n",
- "pl.subplot(2, 3, 4)\n",
- "ot.plot.plot2D_samples_mat(Xs, Xt, ot_emd.coupling_, c=[.5, .5, 1])\n",
- "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Main coupling coefficients\\nEMDTransport')\n",
- "\n",
- "pl.subplot(2, 3, 5)\n",
- "ot.plot.plot2D_samples_mat(Xs, Xt, ot_sinkhorn.coupling_, c=[.5, .5, 1])\n",
- "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Main coupling coefficients\\nSinkhornTransport')\n",
- "\n",
- "pl.subplot(2, 3, 6)\n",
- "ot.plot.plot2D_samples_mat(Xs, Xt, ot_lpl1.coupling_, c=[.5, .5, 1])\n",
- "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Main coupling coefficients\\nSinkhornLpl1Transport')\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 720x288 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# display transported samples\n",
- "pl.figure(4, figsize=(10, 4))\n",
- "pl.subplot(1, 3, 1)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.5)\n",
- "pl.scatter(transp_Xs_emd[:, 0], transp_Xs_emd[:, 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, 3, 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[:, 0], transp_Xs_sinkhorn[:, 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.subplot(1, 3, 3)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.5)\n",
- "pl.scatter(transp_Xs_lpl1[:, 0], transp_Xs_lpl1[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.title('Transported samples\\nSinkhornLpl1Transport')\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
-}