summaryrefslogtreecommitdiff
path: root/notebooks/Demo_2D_OT_DomainAdaptation.ipynb
blob: b713d5b103989d76b2f76791ec278a077975cfd8 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Domain adaptation with optimal transport"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pylab as pl\n",
    "import ot\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset generation (classification problem) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n=150 # nb samples in source and target datasets\n",
    "\n",
    "xs,ys=ot.datasets.get_data_classif('3gauss',n)\n",
    "xt,yt=ot.datasets.get_data_classif('3gauss2',n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzkAAAEzCAYAAAASFs1WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKEXIAQAAShFyAACAUoQcAACglC+qn/WKtzKzIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7c581e2a50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1,(10,7))\n",
    "\n",
    "pl.subplot(2,2,1)\n",
    "pl.scatter(xs[:,0],xs[:,1],c=ys,marker='+',label='Source samples')\n",
    "pl.legend(loc=0)\n",
    "pl.axis([-4,4,-4,4])\n",
    "pl.title('Source  distributions')\n",
    "\n",
    "pl.subplot(2,2,2)\n",
    "pl.scatter(xt[:,0],xt[:,1],c=yt,marker='o',label='Target samples')\n",
    "pl.legend(loc=0)\n",
    "pl.axis([-4,4,-4,4])\n",
    "pl.title('Target  distributions')\n",
    "\n",
    "pl.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Domain adaptation classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# LP problem\n",
    "da_emd=ot.da.OTDA()     # init class\n",
    "da_emd.fit(xs,xt)       # fit distributions\n",
    "xst0=da_emd.interp()    # interpolation of source samples\n",
    "\n",
    "\n",
    "# sinkhorn regularization\n",
    "lambd=1e-1\n",
    "da_entrop=ot.da.OTDA_sinkhorn()\n",
    "da_entrop.fit(xs,xt,reg=lambd)\n",
    "xsts=da_entrop.interp()\n",
    "\n",
    "# Group lasso regularization\n",
    "reg=1e-1\n",
    "eta=1e0\n",
    "da_lpl1=ot.da.OTDA_lpl1()\n",
    "da_lpl1.fit(xs,ys,xt,reg=lambd,eta=eta)\n",
    "xstg=da_lpl1.interp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot  OT matrices and interpolated samples "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAAJRCAYAAABvKdngAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCTGnS6RFCCCGEEEJMaf8PUJAvj+BeZCgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7c581e64d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(4,(10,7))\n",
    "\n",
    "param_img={'interpolation':'nearest','cmap':'jet'}\n",
    "\n",
    "pl.subplot(2,3,1)\n",
    "pl.imshow(da_emd.G,**param_img)\n",
    "pl.title('OT matrix')\n",
    "\n",
    "\n",
    "pl.subplot(2,3,2)\n",
    "pl.imshow(da_entrop.G,**param_img)\n",
    "pl.title('OT matrix sinkhorn')\n",
    "\n",
    "pl.subplot(2,3,3)\n",
    "pl.imshow(da_lpl1.G,**param_img)\n",
    "pl.title('OT matrix Group Lasso')\n",
    "\n",
    "pl.subplot(2,3,4)\n",
    "pl.scatter(xt[:,0],xt[:,1],c=yt,marker='o',label='Target samples',alpha=0.3)\n",
    "pl.scatter(xst0[:,0],xst0[:,1],c=ys,marker='+',label='Transp samples',s=30)\n",
    "pl.title('Interp samples')\n",
    "pl.legend(loc=0)\n",
    "\n",
    "pl.subplot(2,3,5)\n",
    "pl.scatter(xt[:,0],xt[:,1],c=yt,marker='o',label='Target samples',alpha=0.3)\n",
    "pl.scatter(xsts[:,0],xsts[:,1],c=ys,marker='+',label='Transp samples',s=30)\n",
    "pl.title('Interp samples Sinkhorn')\n",
    "\n",
    "pl.subplot(2,3,6)\n",
    "pl.scatter(xt[:,0],xt[:,1],c=yt,marker='o',label='Target samples',alpha=0.3)\n",
    "pl.scatter(xstg[:,0],xstg[:,1],c=ys,marker='+',label='Transp samples',s=30)\n",
    "pl.title('Interp samples Group Lasso')\n",
    "\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}