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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.get_data_classif('3gauss', n_samples_source)\n",
    "Xt, yt = ot.datasets.get_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": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f02d4039cf8>"
      ]
     },
     "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": [
       "<matplotlib.figure.Figure at 0x7f02c95e1978>"
      ]
     },
     "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": [
       "<matplotlib.figure.Figure at 0x7f02c95e1160>"
      ]
     },
     "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()"
   ]
  }
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