Skip to content

Instantly share code, notes, and snippets.

@sevamoo
Created April 19, 2016 20:06
Show Gist options
  • Save sevamoo/ec0eb28229304f4575085397138ba5b1 to your computer and use it in GitHub Desktop.
Save sevamoo/ec0eb28229304f4575085397138ba5b1 to your computer and use it in GitHub Desktop.
Basic_Exaples_20160419.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Basic uses of SOMPY library\n",
"http://www.vahidmoosavi.com\n",
"\n",
"\n",
"https://github.com/sevamoo/sompy\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"# import sompy as sompy\n",
"import pandas as pd\n",
"import numpy as np\n",
"from time import time\n",
"import SOMPY as sompy\n",
"import sys\n",
"import SOMPY as sompy\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAGnCAYAAADbg3JOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5MYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x105ae86d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"### A toy example: two dimensional data, four clusters\n",
"\n",
"dlen = 200\n",
"Data1 = pd.DataFrame(data= 1*np.random.rand(dlen,2))\n",
"Data1.values[:,1] = (Data1.values[:,0][:,np.newaxis] + .42*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data2 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+1)\n",
"Data2.values[:,1] = (-1*Data2.values[:,0][:,np.newaxis] + .62*np.random.rand(dlen,1))[:,0]\n",
"\n",
"Data3 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+2)\n",
"Data3.values[:,1] = (.5*Data3.values[:,0][:,np.newaxis] + 1*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data4 = pd.DataFrame(data= 1*np.random.rand(dlen,2)+3.5)\n",
"Data4.values[:,1] = (-.1*Data4.values[:,0][:,np.newaxis] + .5*np.random.rand(dlen,1))[:,0]\n",
"\n",
"\n",
"Data1 = np.concatenate((Data1,Data2,Data3,Data4))\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data1[:,0],Data1[:,1],'ob',alpha=0.2, markersize=4)\n",
"fig.set_size_inches(7,7)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" Training...\n",
" pca_linear_initialization took: 0.003000 seconds\n",
" Rough training...\n",
" radius_ini: 3.000000 , radius_final: 1.000000, trainlen: 15\n",
"\n",
" epoch: 1 ---> elapsed time: 0.007000, quantization error: 0.231323\n",
"\n",
" epoch: 2 ---> elapsed time: 0.007000, quantization error: 0.114504\n",
"\n",
" epoch: 3 ---> elapsed time: 0.006000, quantization error: 0.079420\n",
"\n",
" epoch: 4 ---> elapsed time: 0.006000, quantization error: 0.074978\n",
"\n",
" epoch: 5 ---> elapsed time: 0.006000, quantization error: 0.068710\n",
"\n",
" epoch: 6 ---> elapsed time: 0.006000, quantization error: 0.063883\n",
"\n",
" epoch: 7 ---> elapsed time: 0.006000, quantization error: 0.060638\n",
"\n",
" epoch: 8 ---> elapsed time: 0.007000, quantization error: 0.056556\n",
"\n",
" epoch: 9 ---> elapsed time: 0.006000, quantization error: 0.053060\n",
"\n",
" epoch: 10 ---> elapsed time: 0.006000, quantization error: 0.049074\n",
"\n",
" epoch: 11 ---> elapsed time: 0.007000, quantization error: 0.045596\n",
"\n",
" epoch: 12 ---> elapsed time: 0.006000, quantization error: 0.042535\n",
"\n",
" epoch: 13 ---> elapsed time: 0.007000, quantization error: 0.039716\n",
"\n",
" epoch: 14 ---> elapsed time: 0.006000, quantization error: 0.037162\n",
"\n",
" epoch: 15 ---> elapsed time: 0.006000, quantization error: 0.034505\n",
"\n",
" Finetune training...\n",
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 20\n",
"\n",
" epoch: 1 ---> elapsed time: 0.006000, quantization error: 0.032206\n",
"\n",
" epoch: 2 ---> elapsed time: 0.007000, quantization error: 0.031729\n",
"\n",
" epoch: 3 ---> elapsed time: 0.006000, quantization error: 0.031259\n",
"\n",
" epoch: 4 ---> elapsed time: 0.006000, quantization error: 0.030934\n",
"\n",
" epoch: 5 ---> elapsed time: 0.006000, quantization error: 0.030815\n",
"\n",
" epoch: 6 ---> elapsed time: 0.006000, quantization error: 0.030730\n",
"\n",
" epoch: 7 ---> elapsed time: 0.006000, quantization error: 0.030624\n",
"\n",
" epoch: 8 ---> elapsed time: 0.005000, quantization error: 0.030602\n",
"\n",
" epoch: 9 ---> elapsed time: 0.006000, quantization error: 0.030630\n",
"\n",
" epoch: 10 ---> elapsed time: 0.006000, quantization error: 0.030634\n",
"\n",
" epoch: 11 ---> elapsed time: 0.006000, quantization error: 0.030629\n",
"\n",
" epoch: 12 ---> elapsed time: 0.007000, quantization error: 0.030603\n",
"\n",
" epoch: 13 ---> elapsed time: 0.007000, quantization error: 0.030601\n",
"\n",
" epoch: 14 ---> elapsed time: 0.008000, quantization error: 0.030601\n",
"\n",
" epoch: 15 ---> elapsed time: 0.005000, quantization error: 0.030601\n",
"\n",
" epoch: 16 ---> elapsed time: 0.007000, quantization error: 0.030601\n",
"\n",
" epoch: 17 ---> elapsed time: 0.006000, quantization error: 0.030601\n",
"\n",
" epoch: 18 ---> elapsed time: 0.005000, quantization error: 0.030601\n",
"\n",
" epoch: 19 ---> elapsed time: 0.007000, quantization error: 0.030601\n",
"\n",
" epoch: 20 ---> elapsed time: 0.006000, quantization error: 0.030601\n",
"\n",
" Final quantization error: 0.030601\n",
" train took: 0.243000 seconds\n"
]
}
],
"source": [
"\n",
"mapsize = [20,20]\n",
"som = sompy.SOMFactory.build(Data1, mapsize, mask=None, mapshape='planar', lattice='rect', normalization='var', initialization='pca', neighborhood='gaussian', training='batch', name='sompy') # this will use the default parameters, but i can change the initialization and neighborhood methods\n",
"som.train(n_job=1, verbose='info') # verbose='debug' will print more, and verbose=None wont print anything\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVYAAADBCAYAAACUu5jMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bfdc0d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = sompy.mapview.View2DPacked(50, 50, 'test',text_size=8) \n",
"# could be done in a one-liner: sompy.mapview.View2DPacked(300, 300, 'test').show(som)\n",
"v.show(som, what='codebook', which_dim=[0,1], CMAP=None, col_sz=6) #which_dim='all' default\n",
"# v.save('2d_packed_test')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAJWCAYAAABF67MAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nc/I2UuQVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bfbdc90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# c = sompy.mapview.View2DPacked()\n",
"v = sompy.mapview.View2DPacked(2, 2, 'test',text_size=8) \n",
"#first you can do clustering. Currently only K-means on top of the trained som\n",
"cl = som.cluster(n_clusters=4)\n",
"v.show(som, what='cluster')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAJWCAYAAABMABN6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nESmgkiQiIiJSQCVJREREpMD/B7q+0NM3g8jVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10deab250>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[ 0, 0, 0],\n",
" [ 0, 1, 1],\n",
" [ 0, 2, 2],\n",
" ..., \n",
" [ 19, 17, 397],\n",
" [ 19, 18, 398],\n",
" [ 19, 19, 399]])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h = sompy.hitmap.HitMapView(10, 10, 'hitmap', text_size=8, show_text=True)\n",
"h.show(som)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhkAAAIZCAYAAAALGi2LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwQ3aAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ec5bf10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"u = sompy.umatrix.UMatrixView(50, 50, 'umatrix', show_axis=True, text_size=8, show_text=True)\n",
"\n",
"#This is the Umat value\n",
"UMAT = u.build_u_matrix(som, distance=1, row_normalized=False)\n",
"\n",
"#Here you have Umatrix plus its render\n",
"UMAT = u.show(som, distance2=1, row_normalized=False, show_data=True, contooor=True, blob=False)\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAGmCAYAAADYs0s9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c8d4b10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dlen = 700\n",
"tetha = np.random.uniform(low=0,high=2*np.pi,size=dlen)[:,np.newaxis]\n",
"X1 = 3*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y1 = 3*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data1 = np.concatenate((X1,Y1),axis=1)\n",
"\n",
"X2 = 1*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y2 = 1*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data2 = np.concatenate((X2,Y2),axis=1)\n",
"\n",
"X3 = 5*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y3 = 5*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data3 = np.concatenate((X3,Y3),axis=1)\n",
"\n",
"X4 = 8*np.cos(tetha)+ .22*np.random.rand(dlen,1)\n",
"Y4 = 8*np.sin(tetha)+ .22*np.random.rand(dlen,1)\n",
"Data4 = np.concatenate((X4,Y4),axis=1)\n",
"\n",
"\n",
"\n",
"Data2 = np.concatenate((Data1,Data2,Data3,Data4),axis=0)\n",
"\n",
"fig = plt.figure()\n",
"plt.plot(Data2[:,0],Data2[:,1],'ob',alpha=0.2, markersize=4)\n",
"fig.set_size_inches(7,7)\n",
"# plt.plot(np.cos(tetha))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" Training...\n",
" pca_linear_initialization took: 0.010000 seconds\n",
" Rough training...\n",
" radius_ini: 4.000000 , radius_final: 1.000000, trainlen: 10\n",
"\n",
" epoch: 1 ---> elapsed time: 0.035000, quantization error: 0.354532\n",
"\n",
" epoch: 2 ---> elapsed time: 0.043000, quantization error: 0.224085\n",
"\n",
" epoch: 3 ---> elapsed time: 0.040000, quantization error: 0.184288\n",
"\n",
" epoch: 4 ---> elapsed time: 0.038000, quantization error: 0.167214\n",
"\n",
" epoch: 5 ---> elapsed time: 0.037000, quantization error: 0.146200\n",
"\n",
" epoch: 6 ---> elapsed time: 0.035000, quantization error: 0.124435\n",
"\n",
" epoch: 7 ---> elapsed time: 0.035000, quantization error: 0.102527\n",
"\n",
" epoch: 8 ---> elapsed time: 0.036000, quantization error: 0.077876\n",
"\n",
" epoch: 9 ---> elapsed time: 0.034000, quantization error: 0.057741\n",
"\n",
" epoch: 10 ---> elapsed time: 0.035000, quantization error: 0.040189\n",
"\n",
" Finetune training...\n",
" radius_ini: 1.000000 , radius_final: 1.000000, trainlen: 13\n",
"\n",
" epoch: 1 ---> elapsed time: 0.038000, quantization error: 0.028465\n",
"\n",
" epoch: 2 ---> elapsed time: 0.038000, quantization error: 0.029077\n",
"\n",
" epoch: 3 ---> elapsed time: 0.035000, quantization error: 0.028553\n",
"\n",
" epoch: 4 ---> elapsed time: 0.035000, quantization error: 0.028414\n",
"\n",
" epoch: 5 ---> elapsed time: 0.036000, quantization error: 0.028087\n",
"\n",
" epoch: 6 ---> elapsed time: 0.035000, quantization error: 0.027815\n",
"\n",
" epoch: 7 ---> elapsed time: 0.035000, quantization error: 0.027561\n",
"\n",
" epoch: 8 ---> elapsed time: 0.034000, quantization error: 0.027514\n",
"\n",
" epoch: 9 ---> elapsed time: 0.035000, quantization error: 0.027338\n",
"\n",
" epoch: 10 ---> elapsed time: 0.035000, quantization error: 0.027300\n",
"\n",
" epoch: 11 ---> elapsed time: 0.036000, quantization error: 0.027182\n",
"\n",
" epoch: 12 ---> elapsed time: 0.035000, quantization error: 0.027125\n",
"\n",
" epoch: 13 ---> elapsed time: 0.035000, quantization error: 0.027033\n",
"\n",
" Final quantization error: 0.027033\n",
" train took: 0.856000 seconds\n"
]
}
],
"source": [
"\n",
"mapsize = [30,30]\n",
"som = sompy.SOMFactory.build(Data2, mapsize, mask=None, mapshape='planar', lattice='rect', normalization='var', initialization='pca', neighborhood='gaussian', training='batch', name='sompy') # this will use the default parameters, but i can change the initialization and neighborhood methods\n",
"som.train(n_job=1, verbose='info') # verbose='debug' will print more, and verbose=None wont print anything\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVYAAADBCAYAAACUu5jMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nD0ZVvXJCAMKIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e45f7d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v = sompy.mapview.View2DPacked(50, 50, 'test',text_size=8) \n",
"# could be done in a one-liner: sompy.mapview.View2DPacked(300, 300, 'test').show(som)\n",
"v.show(som, what='codebook', which_dim=[0,1], CMAP=None, col_sz=6) #which_dim='all' default\n",
"# v.save('2d_packed_test')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA2QAAANtCAYAAAD/57gAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ec51b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#In this case, K-means simply fails as expected\n",
"\n",
"v = sompy.mapview.View2DPacked(2, 2, 'test',text_size=8) \n",
"#first you can do clustering. Currently only K-means on top of the trained som\n",
"cl = som.cluster(n_clusters=4)\n",
"v.show(som, what='cluster')\n",
"# v.save('kmeans_test')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhkAAAIZCAYAAAALGi2LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzDpZfcMo0ncitb2yDn0PGgYVupw12nMS6fNawWGduKhGxgIdVPw/1JElsh
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment