from mpl_toolkits.mplot3d import Axes3D
from matplotlib import cm
from matplotlib.colors import LogNorm
import matplotlib.pyplot as plt
import sys

try:
    import numpy as np
except:
    exit()


sys.path.append("../..")
from deap import benchmarks


def rastrigin_arg0(sol):
    return benchmarks.rastrigin(sol)[0]

fig = plt.figure()
ax = Axes3D(fig, azim = -29, elev = 50)
X = np.arange(-5, 5, 0.1)
Y = np.arange(-5, 5, 0.1)
X, Y = np.meshgrid(X, Y)
Z = np.zeros(X.shape)

for i in xrange(X.shape[0]):
    for j in xrange(X.shape[1]):
        Z[i,j] = rastrigin_arg0((X[i,j],Y[i,j]))

ax.plot_surface(X, Y, Z, rstride = 1, cstride = 1, cmap = cm.jet, linewidth=0.2, )
 
plt.xlabel("x")
plt.ylabel("y")

plt.show()