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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_classes.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\n",
- "\n",
- "\n",
- "This example introduces a domain adaptation in a 2D setting and the 4 OTDA\n",
- "approaches currently supported in POT.\n",
- "\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_source_samples = 150\n",
- "n_target_samples = 150\n",
- "\n",
- "Xs, ys = ot.datasets.make_data_classif('3gauss', n_source_samples)\n",
- "Xt, yt = ot.datasets.make_data_classif('3gauss2', n_target_samples)"
- ]
- },
- {
- "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": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "It. |Loss |Relative loss|Absolute loss\n",
- "------------------------------------------------\n",
- " 0|1.068487e+01|0.000000e+00|0.000000e+00\n",
- " 1|2.265157e+00|3.717055e+00|8.419713e+00\n",
- " 2|2.027223e+00|1.173695e-01|2.379341e-01\n",
- " 3|1.969810e+00|2.914611e-02|5.741231e-02\n",
- " 4|1.946438e+00|1.200787e-02|2.337257e-02\n",
- " 5|1.935059e+00|5.880253e-03|1.137864e-02\n",
- " 6|1.927743e+00|3.795152e-03|7.316078e-03\n",
- " 7|1.923064e+00|2.433205e-03|4.679208e-03\n",
- " 8|1.917781e+00|2.754726e-03|5.282962e-03\n",
- " 9|1.914769e+00|1.572823e-03|3.011594e-03\n",
- " 10|1.913550e+00|6.373943e-04|1.219686e-03\n",
- " 11|1.911332e+00|1.160273e-03|2.217668e-03\n",
- " 12|1.910399e+00|4.882451e-04|9.327431e-04\n",
- " 13|1.908762e+00|8.578270e-04|1.637388e-03\n",
- " 14|1.908107e+00|3.430078e-04|6.544958e-04\n",
- " 15|1.907106e+00|5.253391e-04|1.001877e-03\n",
- " 16|1.906394e+00|3.734588e-04|7.119595e-04\n",
- " 17|1.906076e+00|1.664949e-04|3.173520e-04\n",
- " 18|1.905829e+00|1.295989e-04|2.469934e-04\n",
- " 19|1.905120e+00|3.720389e-04|7.087790e-04\n",
- "It. |Loss |Relative loss|Absolute loss\n",
- "------------------------------------------------\n",
- " 20|1.904801e+00|1.676571e-04|3.193534e-04\n"
- ]
- }
- ],
- "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",
- "# Sinkhorn Transport with Group lasso regularization l1l2\n",
- "ot_l1l2 = ot.da.SinkhornL1l2Transport(reg_e=1e-1, reg_cl=2e0, max_iter=20,\n",
- " verbose=True)\n",
- "ot_l1l2.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)\n",
- "transp_Xs_l1l2 = ot_l1l2.transform(Xs=Xs)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fig 1 : plots source and target samples\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 720x360 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "pl.figure(1, figsize=(10, 5))\n",
- "pl.subplot(1, 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(1, 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",
- "pl.tight_layout()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Fig 2 : plot optimal couplings and transported samples\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 1080x576 with 8 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "param_img = {'interpolation': 'nearest'}\n",
- "\n",
- "pl.figure(2, figsize=(15, 8))\n",
- "pl.subplot(2, 4, 1)\n",
- "pl.imshow(ot_emd.coupling_, **param_img)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nEMDTransport')\n",
- "\n",
- "pl.subplot(2, 4, 2)\n",
- "pl.imshow(ot_sinkhorn.coupling_, **param_img)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSinkhornTransport')\n",
- "\n",
- "pl.subplot(2, 4, 3)\n",
- "pl.imshow(ot_lpl1.coupling_, **param_img)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSinkhornLpl1Transport')\n",
- "\n",
- "pl.subplot(2, 4, 4)\n",
- "pl.imshow(ot_l1l2.coupling_, **param_img)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Optimal coupling\\nSinkhornL1l2Transport')\n",
- "\n",
- "pl.subplot(2, 4, 5)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.3)\n",
- "pl.scatter(transp_Xs_emd[:, 0], transp_Xs_emd[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Transported samples\\nEmdTransport')\n",
- "pl.legend(loc=\"lower left\")\n",
- "\n",
- "pl.subplot(2, 4, 6)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.3)\n",
- "pl.scatter(transp_Xs_sinkhorn[:, 0], transp_Xs_sinkhorn[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Transported samples\\nSinkhornTransport')\n",
- "\n",
- "pl.subplot(2, 4, 7)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.3)\n",
- "pl.scatter(transp_Xs_lpl1[:, 0], transp_Xs_lpl1[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Transported samples\\nSinkhornLpl1Transport')\n",
- "\n",
- "pl.subplot(2, 4, 8)\n",
- "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
- " label='Target samples', alpha=0.3)\n",
- "pl.scatter(transp_Xs_l1l2[:, 0], transp_Xs_l1l2[:, 1], c=ys,\n",
- " marker='+', label='Transp samples', s=30)\n",
- "pl.xticks([])\n",
- "pl.yticks([])\n",
- "pl.title('Transported samples\\nSinkhornL1l2Transport')\n",
- "pl.tight_layout()\n",
- "\n",
- "pl.show()"
- ]
- }
- ],
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