In [1]:

    

import ps
import json
import math
E=math.exp
%pylab
plt.rc('figure', figsize=(10, 10))
Xs=ps.loadData('Xs.tl')


    

    




Using matplotlib backend: MacOSX
Populating the interactive namespace from numpy and matplotlib

In [25]:

    

def makeData(original):
    l=len(original)
    w=len(original[0])
    dic={}
    for i in range(l):
        datai=[]
        for j in range(w):
            datai.append(dict(value=original[i][j].tolist()))
        dic[i]=datai
    dic['label']=dic.keys() 
    return dic
def genCode(data):
    L=list()
    for i in data['label']:
        if i==0:
            continue;
        else:
            L.append(",{title:{'text':'the %s th iteration'},series:[{'data':data1[%s]}]}"%(i,i))
    return ''.join(L)
def func(x,y):
    return 3*(1-x**2)*np.exp(-x**2-(y+1)**2)-10*(x/5.0-x**3-y**5)*np.exp(-x**2-y**2)-np.exp(-(x+1)**2-y**2)/3.0
def rastigin(x,y):
    return 20+x**2+y**2-10*(np.cos(2*pi*x)+np.cos(2*pi*y))
def draw(func):
    delta = 0.025
    x = np.arange(-4.0, 4.0, delta)
    y = np.arange(-4.0, 4.0, delta)
    X, Y = np.meshgrid(x, y)
    Z=func(X,Y)
    CS = plt.contour(X, Y, Z, 15, linewidths=0.5, colors='k')
    CS = plt.contourf(X, Y, Z, 15, cmap=plt.cm.rainbow,
                      vmax=abs(Z).max(), vmin=-abs(Z).max())


    

In [3]:

    

Data=makeData(Xs)
with open('data.js','w+') as f:
    f.write('data=\n')
    json.dump(Data,f, sort_keys=True, indent=4)


    

In [4]:

    

draw(func)


    

In [17]:

    

from matplotlib.ticker import LinearLocator, FormatStrFormatter
from mpl_toolkits.mplot3d import Axes3D
def draw3d(func):
    fig = plt.figure()
    ax = fig.gca(projection='3d')
    X = np.arange(-5, 5, 0.25)
    Y = np.arange(-5, 5, 0.25)
    X, Y = np.meshgrid(X, Y) 
    Z = func(X,Y)
    surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm,
            linewidth=0, antialiased=False)
    #ax.set_zlim(-1.01, 1.01)
    ax.zaxis.set_major_locator(LinearLocator(10))
    ax.zaxis.set_major_formatter(FormatStrFormatter('%.02f'))
    fig.colorbar(surf, shrink=0.5, aspect=5)
    plt.show()


    

In [18]:

    

draw3d(rastigin)


    

In [19]:

    

draw(rastigin)


    

In [33]:

    

Gs=ps.loadData('Gs.tl')


    

In [34]:

    

Data1=makeData(Gs)
with open('data1.js','w+') as f:
    f.write('data1=\n')
    json.dump(Data1,f, sort_keys=True, indent=4)


    

In [35]:

    

genCode(Data1)


    

    
Out[35]:





",{title:{'text':'the 1 th iteration'},series:[{'data':data1[1]}]},{title:{'text':'the 2 th iteration'},series:[{'data':data1[2]}]},{title:{'text':'the 3 th iteration'},series:[{'data':data1[3]}]},{title:{'text':'the 4 th iteration'},series:[{'data':data1[4]}]},{title:{'text':'the 5 th iteration'},series:[{'data':data1[5]}]},{title:{'text':'the 6 th iteration'},series:[{'data':data1[6]}]},{title:{'text':'the 7 th iteration'},series:[{'data':data1[7]}]},{title:{'text':'the 8 th iteration'},series:[{'data':data1[8]}]},{title:{'text':'the 9 th iteration'},series:[{'data':data1[9]}]},{title:{'text':'the 10 th iteration'},series:[{'data':data1[10]}]},{title:{'text':'the 11 th iteration'},series:[{'data':data1[11]}]},{title:{'text':'the 12 th iteration'},series:[{'data':data1[12]}]},{title:{'text':'the 13 th iteration'},series:[{'data':data1[13]}]},{title:{'text':'the 14 th iteration'},series:[{'data':data1[14]}]},{title:{'text':'the 15 th iteration'},series:[{'data':data1[15]}]},{title:{'text':'the 16 th iteration'},series:[{'data':data1[16]}]},{title:{'text':'the 17 th iteration'},series:[{'data':data1[17]}]},{title:{'text':'the 18 th iteration'},series:[{'data':data1[18]}]},{title:{'text':'the 19 th iteration'},series:[{'data':data1[19]}]},{title:{'text':'the 20 th iteration'},series:[{'data':data1[20]}]},{title:{'text':'the 21 th iteration'},series:[{'data':data1[21]}]},{title:{'text':'the 22 th iteration'},series:[{'data':data1[22]}]},{title:{'text':'the 23 th iteration'},series:[{'data':data1[23]}]},{title:{'text':'the 24 th iteration'},series:[{'data':data1[24]}]},{title:{'text':'the 25 th iteration'},series:[{'data':data1[25]}]},{title:{'text':'the 26 th iteration'},series:[{'data':data1[26]}]},{title:{'text':'the 27 th iteration'},series:[{'data':data1[27]}]},{title:{'text':'the 28 th iteration'},series:[{'data':data1[28]}]},{title:{'text':'the 29 th iteration'},series:[{'data':data1[29]}]},{title:{'text':'the 30 th iteration'},series:[{'data':data1[30]}]},{title:{'text':'the 31 th iteration'},series:[{'data':data1[31]}]},{title:{'text':'the 32 th iteration'},series:[{'data':data1[32]}]},{title:{'text':'the 33 th iteration'},series:[{'data':data1[33]}]},{title:{'text':'the 34 th iteration'},series:[{'data':data1[34]}]},{title:{'text':'the 35 th iteration'},series:[{'data':data1[35]}]},{title:{'text':'the 36 th iteration'},series:[{'data':data1[36]}]},{title:{'text':'the 37 th iteration'},series:[{'data':data1[37]}]},{title:{'text':'the 38 th iteration'},series:[{'data':data1[38]}]},{title:{'text':'the 39 th iteration'},series:[{'data':data1[39]}]},{title:{'text':'the 40 th iteration'},series:[{'data':data1[40]}]},{title:{'text':'the 41 th iteration'},series:[{'data':data1[41]}]},{title:{'text':'the 42 th iteration'},series:[{'data':data1[42]}]},{title:{'text':'the 43 th iteration'},series:[{'data':data1[43]}]},{title:{'text':'the 44 th iteration'},series:[{'data':data1[44]}]},{title:{'text':'the 45 th iteration'},series:[{'data':data1[45]}]},{title:{'text':'the 46 th iteration'},series:[{'data':data1[46]}]},{title:{'text':'the 47 th iteration'},series:[{'data':data1[47]}]},{title:{'text':'the 48 th iteration'},series:[{'data':data1[48]}]},{title:{'text':'the 49 th iteration'},series:[{'data':data1[49]}]},{title:{'text':'the 50 th iteration'},series:[{'data':data1[50]}]},{title:{'text':'the 51 th iteration'},series:[{'data':data1[51]}]},{title:{'text':'the 52 th iteration'},series:[{'data':data1[52]}]},{title:{'text':'the 53 th iteration'},series:[{'data':data1[53]}]},{title:{'text':'the 54 th iteration'},series:[{'data':data1[54]}]},{title:{'text':'the 55 th iteration'},series:[{'data':data1[55]}]},{title:{'text':'the 56 th iteration'},series:[{'data':data1[56]}]},{title:{'text':'the 57 th iteration'},series:[{'data':data1[57]}]},{title:{'text':'the 58 th iteration'},series:[{'data':data1[58]}]},{title:{'text':'the 59 th iteration'},series:[{'data':data1[59]}]},{title:{'text':'the 60 th iteration'},series:[{'data':data1[60]}]},{title:{'text':'the 61 th iteration'},series:[{'data':data1[61]}]},{title:{'text':'the 62 th iteration'},series:[{'data':data1[62]}]},{title:{'text':'the 63 th iteration'},series:[{'data':data1[63]}]},{title:{'text':'the 64 th iteration'},series:[{'data':data1[64]}]},{title:{'text':'the 65 th iteration'},series:[{'data':data1[65]}]},{title:{'text':'the 66 th iteration'},series:[{'data':data1[66]}]},{title:{'text':'the 67 th iteration'},series:[{'data':data1[67]}]},{title:{'text':'the 68 th iteration'},series:[{'data':data1[68]}]},{title:{'text':'the 69 th iteration'},series:[{'data':data1[69]}]},{title:{'text':'the 70 th iteration'},series:[{'data':data1[70]}]},{title:{'text':'the 71 th iteration'},series:[{'data':data1[71]}]},{title:{'text':'the 72 th iteration'},series:[{'data':data1[72]}]},{title:{'text':'the 73 th iteration'},series:[{'data':data1[73]}]},{title:{'text':'the 74 th iteration'},series:[{'data':data1[74]}]},{title:{'text':'the 75 th iteration'},series:[{'data':data1[75]}]},{title:{'text':'the 76 th iteration'},series:[{'data':data1[76]}]},{title:{'text':'the 77 th iteration'},series:[{'data':data1[77]}]},{title:{'text':'the 78 th iteration'},series:[{'data':data1[78]}]},{title:{'text':'the 79 th iteration'},series:[{'data':data1[79]}]},{title:{'text':'the 80 th iteration'},series:[{'data':data1[80]}]},{title:{'text':'the 81 th iteration'},series:[{'data':data1[81]}]},{title:{'text':'the 82 th iteration'},series:[{'data':data1[82]}]},{title:{'text':'the 83 th iteration'},series:[{'data':data1[83]}]},{title:{'text':'the 84 th iteration'},series:[{'data':data1[84]}]},{title:{'text':'the 85 th iteration'},series:[{'data':data1[85]}]},{title:{'text':'the 86 th iteration'},series:[{'data':data1[86]}]},{title:{'text':'the 87 th iteration'},series:[{'data':data1[87]}]},{title:{'text':'the 88 th iteration'},series:[{'data':data1[88]}]},{title:{'text':'the 89 th iteration'},series:[{'data':data1[89]}]},{title:{'text':'the 90 th iteration'},series:[{'data':data1[90]}]},{title:{'text':'the 91 th iteration'},series:[{'data':data1[91]}]},{title:{'text':'the 92 th iteration'},series:[{'data':data1[92]}]},{title:{'text':'the 93 th iteration'},series:[{'data':data1[93]}]},{title:{'text':'the 94 th iteration'},series:[{'data':data1[94]}]},{title:{'text':'the 95 th iteration'},series:[{'data':data1[95]}]},{title:{'text':'the 96 th iteration'},series:[{'data':data1[96]}]},{title:{'text':'the 97 th iteration'},series:[{'data':data1[97]}]},{title:{'text':'the 98 th iteration'},series:[{'data':data1[98]}]},{title:{'text':'the 99 th iteration'},series:[{'data':data1[99]}]},{title:{'text':'the 100 th iteration'},series:[{'data':data1[100]}]},{title:{'text':'the 101 th iteration'},series:[{'data':data1[101]}]},{title:{'text':'the 102 th iteration'},series:[{'data':data1[102]}]},{title:{'text':'the 103 th iteration'},series:[{'data':data1[103]}]},{title:{'text':'the 104 th iteration'},series:[{'data':data1[104]}]},{title:{'text':'the 105 th iteration'},series:[{'data':data1[105]}]},{title:{'text':'the 106 th iteration'},series:[{'data':data1[106]}]},{title:{'text':'the 107 th iteration'},series:[{'data':data1[107]}]},{title:{'text':'the 108 th iteration'},series:[{'data':data1[108]}]},{title:{'text':'the 109 th iteration'},series:[{'data':data1[109]}]},{title:{'text':'the 110 th iteration'},series:[{'data':data1[110]}]},{title:{'text':'the 111 th iteration'},series:[{'data':data1[111]}]},{title:{'text':'the 112 th iteration'},series:[{'data':data1[112]}]},{title:{'text':'the 113 th iteration'},series:[{'data':data1[113]}]},{title:{'text':'the 114 th iteration'},series:[{'data':data1[114]}]},{title:{'text':'the 115 th iteration'},series:[{'data':data1[115]}]},{title:{'text':'the 116 th iteration'},series:[{'data':data1[116]}]},{title:{'text':'the 117 th iteration'},series:[{'data':data1[117]}]},{title:{'text':'the 118 th iteration'},series:[{'data':data1[118]}]},{title:{'text':'the 119 th iteration'},series:[{'data':data1[119]}]},{title:{'text':'the 120 th iteration'},series:[{'data':data1[120]}]},{title:{'text':'the 121 th iteration'},series:[{'data':data1[121]}]},{title:{'text':'the 122 th iteration'},series:[{'data':data1[122]}]},{title:{'text':'the 123 th iteration'},series:[{'data':data1[123]}]},{title:{'text':'the 124 th iteration'},series:[{'data':data1[124]}]},{title:{'text':'the 125 th iteration'},series:[{'data':data1[125]}]},{title:{'text':'the 126 th iteration'},series:[{'data':data1[126]}]},{title:{'text':'the 127 th iteration'},series:[{'data':data1[127]}]},{title:{'text':'the 128 th iteration'},series:[{'data':data1[128]}]},{title:{'text':'the 129 th iteration'},series:[{'data':data1[129]}]},{title:{'text':'the 130 th iteration'},series:[{'data':data1[130]}]},{title:{'text':'the 131 th iteration'},series:[{'data':data1[131]}]},{title:{'text':'the 132 th iteration'},series:[{'data':data1[132]}]},{title:{'text':'the 133 th iteration'},series:[{'data':data1[133]}]},{title:{'text':'the 134 th iteration'},series:[{'data':data1[134]}]},{title:{'text':'the 135 th iteration'},series:[{'data':data1[135]}]},{title:{'text':'the 136 th iteration'},series:[{'data':data1[136]}]},{title:{'text':'the 137 th iteration'},series:[{'data':data1[137]}]},{title:{'text':'the 138 th iteration'},series:[{'data':data1[138]}]},{title:{'text':'the 139 th iteration'},series:[{'data':data1[139]}]},{title:{'text':'the 140 th iteration'},series:[{'data':data1[140]}]},{title:{'text':'the 141 th iteration'},series:[{'data':data1[141]}]},{title:{'text':'the 142 th iteration'},series:[{'data':data1[142]}]},{title:{'text':'the 143 th iteration'},series:[{'data':data1[143]}]},{title:{'text':'the 144 th iteration'},series:[{'data':data1[144]}]},{title:{'text':'the 145 th iteration'},series:[{'data':data1[145]}]},{title:{'text':'the 146 th iteration'},series:[{'data':data1[146]}]},{title:{'text':'the 147 th iteration'},series:[{'data':data1[147]}]},{title:{'text':'the 148 th iteration'},series:[{'data':data1[148]}]},{title:{'text':'the 149 th iteration'},series:[{'data':data1[149]}]},{title:{'text':'the 150 th iteration'},series:[{'data':data1[150]}]},{title:{'text':'the 151 th iteration'},series:[{'data':data1[151]}]},{title:{'text':'the 152 th iteration'},series:[{'data':data1[152]}]},{title:{'text':'the 153 th iteration'},series:[{'data':data1[153]}]},{title:{'text':'the 154 th iteration'},series:[{'data':data1[154]}]},{title:{'text':'the 155 th iteration'},series:[{'data':data1[155]}]},{title:{'text':'the 156 th iteration'},series:[{'data':data1[156]}]},{title:{'text':'the 157 th iteration'},series:[{'data':data1[157]}]},{title:{'text':'the 158 th iteration'},series:[{'data':data1[158]}]},{title:{'text':'the 159 th iteration'},series:[{'data':data1[159]}]},{title:{'text':'the 160 th iteration'},series:[{'data':data1[160]}]}"

In [ ]: