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| 1 | +import matplotlib.pylab as pylab |
| 2 | +import matplotlib.pyplot as plt |
| 3 | +import numpy as np |
| 4 | + |
| 5 | +from openpathsampling.engines.toy import Snapshot |
| 6 | + |
| 7 | + |
| 8 | +# A little class we use for visualizing these 2D PESs |
| 9 | +class CallablePES(object): |
| 10 | + def __init__(self, pes): |
| 11 | + self.pes = pes |
| 12 | + |
| 13 | + def __call__(self, x, y): |
| 14 | + self.positions = [x, y] |
| 15 | + return self.pes.V(self) |
| 16 | + |
| 17 | +class CallableVolume(object): |
| 18 | + def __init__(self, vol): |
| 19 | + self.vol = vol |
| 20 | + |
| 21 | + def __call__(self, x, y): |
| 22 | + snapshot = Snapshot(coordinates=np.array([[x,y,0.0]])) |
| 23 | + return 1.0 if self.vol(snapshot) else 0.0 |
| 24 | + |
| 25 | +class ToyPlot(object): |
| 26 | + def __init__(self): |
| 27 | + range_x = np.arange(-1.1, 1.1, 0.01) |
| 28 | + range_y = np.arange(-1.1, 1.1, 0.01) |
| 29 | + self.extent = [range_x[0], range_x[-1], range_y[0], range_y[-1]] |
| 30 | + self.X, self.Y = np.meshgrid(range_x, range_y) |
| 31 | + pylab.rcParams['figure.figsize'] = 9, 6 |
| 32 | + self.repcolordict = {0 : 'k-', 1 : 'r-', 2 : 'g-', 3 : 'b-', |
| 33 | + 4 : 'r-'} |
| 34 | + |
| 35 | + self.contour_range = np.arange(0.0, 1.5, 0.1) |
| 36 | + |
| 37 | + self._states = None |
| 38 | + self._pes = None |
| 39 | + self._interfaces = None |
| 40 | + self._initcond = None |
| 41 | + |
| 42 | + |
| 43 | + def add_pes(self, pes): |
| 44 | + if self._pes is None: |
| 45 | + self._pes = np.vectorize(CallablePES(pes))(self.X, self.Y) |
| 46 | + |
| 47 | + def add_states(self, states): |
| 48 | + if self._states is None: |
| 49 | + state = states[0] |
| 50 | + self._states = np.vectorize(CallableVolume(state))(self.X, -self.Y) |
| 51 | + for state in states[1:]: |
| 52 | + self._states += np.vectorize(CallableVolume(state))(self.X, -self.Y) |
| 53 | + |
| 54 | + def add_interfaces(self, ifaces): |
| 55 | + if self._interfaces is None: |
| 56 | + self._interfaces = [] |
| 57 | + for iface in ifaces: |
| 58 | + self._interfaces.append( |
| 59 | + np.vectorize(CallableVolume(iface))(self.X,self.Y) |
| 60 | + ) |
| 61 | + |
| 62 | + def add_initial_condition(self, initcond): |
| 63 | + self._initcond = initcond |
| 64 | + |
| 65 | + def plot_pes_initcond(self, trajectories): |
| 66 | + fig, ax = plt.subplots() |
| 67 | + if self._pes is not None: |
| 68 | + plt.contour(self.X, self.Y, self._pes, |
| 69 | + levels=np.arange(0.0, 1.5, 0.1), colors='k') |
| 70 | + if self._initcond is not None: |
| 71 | + ax.plot(self._initcond.coordinates[0,0], |
| 72 | + self._initcond.coordinates[0,1], |
| 73 | + 'ro', zorder=3) |
| 74 | + for traj in trajectories: |
| 75 | + plt.plot(traj.coordinates()[:,0,0], traj.coordinates()[:,0,1], |
| 76 | + self.repcolordict[trajectories.index(traj)], |
| 77 | + zorder=2) |
| 78 | + |
| 79 | + def plot(self, trajectories=[], bold=[]): |
| 80 | + fig, ax = plt.subplots() |
| 81 | + if self._states is not None: |
| 82 | + plt.imshow(self._states, extent=self.extent, cmap="Blues", |
| 83 | + interpolation='nearest', vmin=0.0, vmax=2.0, |
| 84 | + aspect='auto') |
| 85 | + if self._pes is not None: |
| 86 | + plt.contour(self.X, self.Y, self._pes, |
| 87 | + levels=self.contour_range, colors='k') |
| 88 | + if self._interfaces is not None: |
| 89 | + for iface in self._interfaces: |
| 90 | + plt.contour(self.X, self.Y, iface, |
| 91 | + colors='r', interpolation='none', levels=[0.5]) |
| 92 | + if self._initcond is not None: |
| 93 | + ax.plot(self._initcond.coordinates[0,0], |
| 94 | + self._initcond.coordinates[0,1], |
| 95 | + 'ro', zorder=3) |
| 96 | + for traj in bold: |
| 97 | + plt.plot(traj.xyz[:,0,0], traj.xyz[:,0,1], |
| 98 | + self.repcolordict[bold.index(traj)], linewidth=2, |
| 99 | + zorder=1) |
| 100 | + for traj in trajectories: |
| 101 | + plt.plot(traj.xyz[:,0,0], traj.xyz[:,0,1], |
| 102 | + self.repcolordict[trajectories.index(traj) % 5], |
| 103 | + zorder=2) |
| 104 | + return fig |
| 105 | + |
| 106 | + def reset(self): |
| 107 | + self._pes = None |
| 108 | + self._interfaces = None |
| 109 | + self._initcond = None |
| 110 | + self._states = None |
| 111 | + |
| 112 | + |
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