Merge branch 'develop'

copycat/codeletMethods.py

@@ -22,7 +22,6 @@ def codelet(name):
         return f
     return wrap
 
-
 # some methods common to the codelets
 def __showWhichStringObjectIsFrom(structure):
     if not structure:

copycat/copycat.py

@@ -3,6 +3,10 @@ from .randomness import Randomness
 from .slipnet import Slipnet
 from .temperature import Temperature
 from .workspace import Workspace
+from .gui import GUI
+
+from pprint import pprint
+
 
 class Reporter(object):
     """Do-nothing base class for defining new reporter types"""
@@ -23,30 +27,48 @@ class Reporter(object):
 
 
 class Copycat(object):
-    def __init__(self, rng_seed=None, reporter=None):
+    def __init__(self, rng_seed=None, reporter=None, gui=False):
         self.coderack = Coderack(self)
         self.random = Randomness(rng_seed)
         self.slipnet = Slipnet()
         self.temperature = Temperature() # TODO: use entropy
         self.workspace = Workspace(self)
         self.reporter = reporter or Reporter()
+        if gui:
+            self.gui = GUI('Copycat')
+        self.lastUpdate = float('-inf')
 
-    def mainLoop(self, lastUpdate):
+    def step(self):
-        currentTime = self.coderack.codeletsRun
-        self.temperature.tryUnclamp(currentTime) # TODO: use entropy
-        # Every 15 codelets, we update the workspace.
-        if currentTime >= lastUpdate + 15:
-            self.workspace.updateEverything()
-            self.coderack.updateCodelets()
-            self.slipnet.update(self.random)
-            self.temperature.update(self.workspace.getUpdatedTemperature()) # TODO: use entropy
-            lastUpdate = currentTime
-            self.reporter.report_slipnet(self.slipnet)
         self.coderack.chooseAndRunCodelet()
         self.reporter.report_coderack(self.coderack)
         self.reporter.report_temperature(self.temperature)
         self.reporter.report_workspace(self.workspace)
-        return lastUpdate
+
+    def update_workspace(self, currentTime):
+        self.workspace.updateEverything()
+        self.coderack.updateCodelets()
+        self.slipnet.update(self.random)
+        self.temperature.update(self.workspace.getUpdatedTemperature())
+        self.lastUpdate = currentTime
+        self.reporter.report_slipnet(self.slipnet)
+
+    def check_reset(self):
+        if self.gui.app.primary.control.go:
+            initial, modified, target = self.gui.app.primary.control.get_vars()
+            self.gui.app.reset_with_strings(initial, modified, target)
+            self.workspace.resetWithStrings(initial, modified, target)
+            return True
+        else:
+            return False
+
+    def mainLoop(self):
+        currentTime = self.coderack.codeletsRun
+        self.temperature.tryUnclamp(currentTime) # TODO: use entropy
+        # Every 15 codelets, we update the workspace.
+        if currentTime >= self.lastUpdate + 15:
+            self.update_workspace(currentTime)
+        self.step()
+
 
     def runTrial(self):
         """Run a trial of the copycat algorithm"""
@@ -54,9 +76,8 @@ class Copycat(object):
         self.slipnet.reset()
         self.temperature.reset() # TODO: use entropy
         self.workspace.reset()
-        lastUpdate = float('-inf')
         while self.workspace.finalAnswer is None:
-            lastUpdate = self.mainLoop(lastUpdate)
+            self.mainLoop()
         answer = {
             'answer': self.workspace.finalAnswer,
             'temp': self.temperature.last_unclamped_value, # TODO: use entropy
@@ -65,34 +86,60 @@ class Copycat(object):
         self.reporter.report_answer(answer)
         return answer
 
-    def run(self, initial, modified, target, iterations):
+    def runGUI(self):
-        self.workspace.resetWithStrings(initial, modified, target)
+        while not self.check_reset():
-
+            self.gui.update(self)
-        self.temperature.useAdj('original')
+            self.gui.refresh()
-        #self.temperature.useAdj('entropy')
-        #self.temperature.useAdj('inverse') # 100 weight
-        #self.temperature.useAdj('fifty_converge') 
-        #self.temperature.useAdj('soft') 
-        #self.temperature.useAdj('weighted_soft') 
-        #self.temperature.useAdj('alt_fifty')
-        #self.temperature.useAdj('average_alt')
-        self.temperature.useAdj('best')
-
         answers = {}
-        for i in range(iterations):
+        self.temperature.useAdj('pbest')
-            answer = self.runTrial()
+        while True:
-            d = answers.setdefault(answer['answer'], {
+            if self.check_reset():
-                'count': 0,
+                answers = {}
-                'sumtemp': 0, # TODO: use entropy
+            self.gui.refresh()
-                'sumtime': 0
+            if not self.gui.paused():
-            })
+                answer = self.runTrial()
-            d['count'] += 1
+                self.gui.update(self)
-            d['sumtemp'] += answer['temp'] # TODO: use entropy
+                d = answers.setdefault(answer['answer'], {
-            d['sumtime'] += answer['time']
+                    'count': 0,
+                    'sumtemp': 0,
+                    'sumtime': 0
+                })
+                d['count'] += 1
+                d['sumtemp'] += answer['temp']
+                d['sumtime'] += answer['time']
+                self.gui.add_answers(answers)
 
         for answer, d in answers.items():
             d['avgtemp'] = d.pop('sumtemp') / d['count']
             d['avgtime'] = d.pop('sumtime') / d['count']
+        pprint(answers)
+        return answers
+
+    def run(self, initial, modified, target, iterations):
+        self.temperature.useAdj('best')
+        self.gui.app.reset_with_strings(initial, modified, target)
+        self.workspace.resetWithStrings(initial, modified, target)
+        answers = {}
+        for formula in ['original', 'best', 'sbest', 'pbest']:
+            self.temperature.useAdj(formula)
+            answers = {}
+            for i in range(iterations):
+                answer = self.runTrial()
+                d = answers.setdefault(answer['answer'], {
+                    'count': 0,
+                    'sumtemp': 0, # TODO: use entropy
+                    'sumtime': 0
+                })
+                d['count'] += 1
+                d['sumtemp'] += answer['temp'] # TODO: use entropy
+                d['sumtime'] += answer['time']
+
+            for answer, d in answers.items():
+                d['avgtemp'] = d.pop('sumtemp') / d['count']
+                d['avgtime'] = d.pop('sumtime') / d['count']
+            print('The formula {} provided:'.format(formula))
+            pprint(answers)
+
         return answers
 
     def run_forever(self, initial, modified, target):

copycat/gui/__init__.py

@@ -0,0 +1 @@
+from .gui import GUI

copycat/gui/control.py

@@ -0,0 +1,56 @@
+import tkinter as tk
+import tkinter.ttk as ttk
+
+from .gridframe import GridFrame
+from .entry     import Entry
+
+class Control(GridFrame):
+    def __init__(self, parent, *args, **kwargs):
+        GridFrame.__init__(self, parent, *args, **kwargs)
+
+        self.paused = True
+        self.steps  = 0
+        self.go     = False
+
+        self.playbutton = ttk.Button(self, text='Play', command=lambda : self.toggle())
+        self.add(self.playbutton, 0, 0)
+
+        self.stepbutton = ttk.Button(self, text='Step', command=lambda : self.step())
+        self.add(self.stepbutton, 1, 0)
+
+        self.entry = Entry(self)
+        self.add(self.entry, 0, 1, xspan=2)
+
+        self.gobutton = ttk.Button(self, text='Go', command=lambda : self.set_go())
+        self.add(self.gobutton, 0, 2, xspan=2)
+
+    def play(self):
+        self.paused = False
+        self.playbutton['text'] = 'Pause'
+
+    def pause(self):
+        self.paused = True
+        self.playbutton['text'] = 'Play'
+
+    def toggle(self):
+        if self.paused:
+            self.play()
+        else:
+            self.pause()
+
+    def step(self):
+        self.steps += 1
+
+    def has_step(self):
+        if self.steps > 0:
+            self.steps -= 1
+            return True
+        else:
+            return False
+
+    def set_go(self):
+        self.go = True
+        self.play()
+
+    def get_vars(self):
+        return self.entry.a.get(), self.entry.b.get(), self.entry.c.get()

copycat/gui/entry.py

@@ -0,0 +1,27 @@
+
+import tkinter as tk
+import tkinter.ttk as ttk
+
+from .gridframe import GridFrame
+
+class Entry(GridFrame):
+    def __init__(self, parent, *args, **kwargs):
+        GridFrame.__init__(self, parent, *args, **kwargs)
+        self.aLabel = ttk.Label(self, text='Initial:')
+        self.a      = ttk.Entry(self, style='EntryStyle.TEntry')
+
+        self.add(self.aLabel, 0, 0)
+        self.add(self.a, 0, 1)
+
+        self.bLabel = ttk.Label(self, text='Final:')
+        self.b      = ttk.Entry(self, style='EntryStyle.TEntry')
+
+        self.add(self.bLabel, 1, 0)
+        self.add(self.b, 1, 1)
+
+        self.cLabel = ttk.Label(self, text='Next:')
+        self.c      = ttk.Entry(self, style='EntryStyle.TEntry')
+
+        self.add(self.cLabel, 2, 0)
+        self.add(self.c, 2, 1)
+        GridFrame.configure(self)

copycat/gui/gridframe.py

@@ -0,0 +1,11 @@
+import tkinter as tk
+import tkinter.ttk as ttk
+
+class GridFrame(tk.Frame):
+    def __init__(self, parent, *args, **kwargs):
+        ttk.Frame.__init__(self, parent, *args, **kwargs)
+
+    def add(self, element, x, y, xspan=1, yspan=1):
+        element.grid(column=x, row=y, columnspan=xspan, rowspan=yspan, sticky=tk.N+tk.E+tk.S+tk.W)
+        tk.Grid.rowconfigure(self, x, weight=1)
+        tk.Grid.columnconfigure(self, y, weight=1)

copycat/gui/gui.py

@@ -0,0 +1,99 @@
+import sys
+import time
+
+import tkinter as tk
+import tkinter.ttk as ttk
+
+from tkinter import scrolledtext
+from tkinter import filedialog
+
+import matplotlib.pyplot as plt
+
+from .status import Status, StatusFrame
+from .status import Plot
+from .gridframe import GridFrame
+from .primary import Primary
+from .list import List
+from .style import configure_style
+
+from .plot import plot_imbedded
+
+plt.style.use('dark_background')
+
+class MainApplication(GridFrame):
+
+    def __init__(self, parent, *args, **kwargs):
+        GridFrame.__init__(self, parent, *args, **kwargs)
+
+        self.parent = parent
+        self.primary = Primary(self, *args, **kwargs)
+        self.add(self.primary, 0, 0, xspan=2)
+        self.create_widgets()
+        GridFrame.configure(self)
+
+    def create_widgets(self):
+        columns = 20
+        self.slipList = List(self, columns)
+        self.add(self.slipList, 0, 1)
+
+        self.codeletList = List(self, columns)
+        self.add(self.codeletList, 1, 1)
+
+        self.objectList = List(self, columns)
+        self.add(self.objectList, 2, 1)
+
+        self.graph2 = Plot(self, 'Answer Distribution')
+        self.add(self.graph2, 2, 0)
+
+    def update(self, copycat):
+        self.primary.update(copycat)
+
+        slipnodes = copycat.slipnet.slipnodes
+        codelets  = copycat.coderack.codelets
+        objects   = copycat.workspace.objects
+
+        self.slipList.update(slipnodes, key=lambda s:s.activation, 
+                formatter=lambda s : '{}: {}'.format(s.name, round(s.activation, 2)))
+        self.codeletList.update(codelets, key=lambda c:c.urgency, formatter= lambda s : '{}: {}'.format(s.name, round(s.urgency, 2)))
+        get_descriptors = lambda s : ', '.join('({}={})'.format(d.descriptionType.name, d.descriptor.name) for d in s.descriptions)
+        self.objectList.update(objects, formatter=lambda s : '{}: {}'.format(s, get_descriptors(s)))
+        '''
+        if len(objects) > 0:
+            print('Descriptions:')
+            for obj in objects:
+                print(obj)
+                for description in obj.descriptions:
+                    print('    {}:'.format(description))
+                    print('        {}'.format(description.descriptionType.name))
+                    print('        {}'.format(description.descriptor.name))
+        '''
+
+    def reset_with_strings(self, initial, modified, target):
+        self.primary.reset_with_strings(initial, modified, target)
+
+class GUI(object):
+    def __init__(self, title):
+        self.root = tk.Tk()
+        self.root.title(title)
+        tk.Grid.rowconfigure(self.root, 0, weight=1)
+        tk.Grid.columnconfigure(self.root, 0, weight=1)
+        self.app = MainApplication(self.root)
+        self.app.grid(row=0, column=0, sticky=tk.N+tk.S+tk.E+tk.W)
+
+        configure_style(ttk.Style())
+
+    def add_answers(self, answers):
+        def modifier(status):
+            with plt.style.context(('dark_background')):
+                plot_imbedded(answers, status)
+        self.app.graph2.status.modifier = modifier 
+
+    def refresh(self):
+        self.root.update_idletasks()
+        self.root.update()
+
+    def paused(self):
+        return self.app.primary.control.paused
+
+    def update(self, copycat):
+        self.app.update(copycat)

copycat/gui/list.py

@@ -0,0 +1,26 @@
+import tkinter as tk
+import tkinter.ttk as ttk
+
+import time
+
+from .gridframe import GridFrame
+
+class List(GridFrame):
+
+    def __init__(self, parent, columns, updateInterval=.1):
+        GridFrame.__init__(self, parent)
+        self.text = ttk.Label(self, anchor='w', justify=tk.LEFT, width=30)
+        self.add(self.text, 0, 0)
+
+        self.columns = columns
+
+        self.lastUpdated = time.time()
+        self.updateInterval = updateInterval
+
+    def update(self, l, key=None, reverse=False, formatter=lambda s : str(s)):
+        current = time.time()
+        if current - self.lastUpdated > self.updateInterval:
+            l = l[:self.columns]
+            if key is not None:
+                l = sorted(l, key=key, reverse=False)
+            self.text['text'] = '\n'.join(map(formatter, l))

copycat/gui/plot.py

@@ -0,0 +1,19 @@
+import matplotlib.pyplot as plt; plt.rcdefaults()
+import numpy as np
+import matplotlib.pyplot as plt
+
+plt.style.use('dark_background')
+
+def plot_imbedded(answers, status):
+    answers = sorted(answers.items(), key=lambda kv : kv[1]['count'])
+    objects = [t[0] for t in answers]
+    yvalues = [t[1]['count'] for t in answers]
+
+    y_pos = np.arange(len(objects))
+     
+    status.subplot.clear()
+    status.subplot.bar(y_pos, yvalues, align='center', alpha=0.5)
+    status.subplot.set_xticks(y_pos)
+    status.subplot.set_xticklabels(tuple(objects))
+    status.subplot.set_ylabel('Count')
+    status.subplot.set_title('Answers')

copycat/gui/primary.py

@@ -0,0 +1,29 @@
+import tkinter as tk
+import tkinter.ttk as ttk
+
+from tkinter import scrolledtext
+from tkinter import filedialog
+
+from .control import Control
+from .gridframe import GridFrame
+
+from .workspacecanvas import WorkspaceCanvas
+
+class Primary(GridFrame):
+
+    def __init__(self, parent, *args, **kwargs):
+        GridFrame.__init__(self, parent, *args, **kwargs)
+
+        self.canvas = WorkspaceCanvas(self)
+        self.add(self.canvas, 0, 0, xspan=2)
+
+        self.control = Control(self)
+        self.add(self.control, 0, 2)
+
+        GridFrame.configure(self)
+
+    def update(self, copycat):
+        self.canvas.update(copycat)
+
+    def reset_with_strings(self, initial, modified, target):
+        self.canvas.reset_with_strings(initial, modified, target)

copycat/gui/status.py

@@ -0,0 +1,66 @@
+import matplotlib
+matplotlib.use("TkAgg")
+from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg, NavigationToolbar2TkAgg
+from matplotlib.figure import Figure
+
+import tkinter as tk
+import tkinter.ttk as ttk
+
+import time
+import matplotlib.animation as animation
+
+import matplotlib.pyplot as plt
+
+plt.style.use('dark_background')
+
+from .gridframe import GridFrame
+
+class Plot(GridFrame):
+    def __init__(self, parent, title):
+        GridFrame.__init__(self, parent)
+        self.status = Status()
+        self.sframe = StatusFrame(self, self.status, title)
+        self.add(self.sframe, 0, 0, xspan=2)
+
+        self.savebutton = ttk.Button(self, text='Save to path:', command=lambda : self.save())
+        self.add(self.savebutton, 0, 1)
+
+        self.pathentry = ttk.Entry(self, style='EntryStyle.TEntry', textvariable='output/dist.png')
+        self.add(self.pathentry, 1, 1)
+
+    def save(self):
+        path = self.pathentry.get()
+        if len(path) > 0:
+            try:
+                self.status.figure.savefig(path)
+            except Exception as e:
+                print(e)
+
+class StatusFrame(ttk.Frame):
+    def __init__(self, parent, status, title):
+        ttk.Frame.__init__(self, parent)
+        self.status = status
+
+        self.canvas = FigureCanvasTkAgg(status.figure, self)
+        self.canvas.show()
+        self.canvas.get_tk_widget().pack(side=tk.BOTTOM, fill=tk.BOTH, expand=True)
+
+        self.animation = animation.FuncAnimation(status.figure, lambda i : status.update_plots(i), interval=1000)
+
+class Status(object):
+    def __init__(self):
+        self.figure  = Figure(figsize=(5,5), dpi=100)
+        self.subplot = self.figure.add_subplot(111)
+        self.x       = []
+        self.y       = []
+
+        def modifier(status):
+            with plt.style.context(('dark_background')):
+                status.subplot.plot(status.x, status.y)
+
+        self.modifier = modifier
+        self.update_plots(0)
+
+    def update_plots(self, i):
+        self.subplot.clear()
+        self.modifier(self)

copycat/gui/style.py

@@ -0,0 +1,33 @@
+style_dict = dict(foreground='white',
+                  background='black')
+
+map_options = dict(
+              foreground=[('disabled', 'black'),
+                            ('pressed', 'white'),
+                            ('active', 'white')],
+              background=[('disabled', 'black'),
+                          ('pressed', '!focus', 'black'),
+                          ('active', 'black')],
+              highlightcolor=[('focus', 'black'),
+                              ('!focus', 'black')])
+
+def configure_style(style):
+    style.configure('TButton', **style_dict)
+    style.map('TButton', **map_options)
+    style.configure('TLabel', **style_dict)
+    #style.configure('TEntry', **style_dict)
+    #style.map('TEntry', **map_options)
+
+    # A hack to change entry style
+    style.element_create("plain.field", "from", "clam")
+    style.layout("EntryStyle.TEntry",
+		   [('Entry.plain.field', {'children': [(
+		     'Entry.background', {'children': [(
+		     'Entry.padding', {'children': [(
+	             'Entry.textarea', {'sticky': 'nswe'})],
+		      'sticky': 'nswe'})], 'sticky': 'nswe'})],
+		      'border':'2', 'sticky': 'nswe'})])
+    style.configure("EntryStyle.TEntry",
+		     background="black", 
+		     foreground="white",
+		     fieldbackground="black")

copycat/gui/workspacecanvas.py

@@ -0,0 +1,69 @@
+import tkinter as tk
+import tkinter.ttk as ttk
+
+from .gridframe import GridFrame
+
+font1Size = 32
+font1 = ('Helvetica', font1Size)
+
+class WorkspaceCanvas(GridFrame):
+
+    def __init__(self, parent, *args, **kwargs):
+        GridFrame.__init__(self, parent, *args, **kwargs)
+
+        self.chars    = []
+
+        self.initial  = ''
+        self.modified = ''
+        self.target   = ''
+        self.answer   = ''
+
+        self.changed  = False
+
+        self.canvas = tk.Canvas(self, background='black')
+        self.add(self.canvas, 0, 0)
+
+        GridFrame.configure(self)
+
+    def update(self, copycat):
+        answer = '' if copycat.workspace.rule is None else copycat.workspace.rule.buildTranslatedRule()
+        if answer != self.answer:
+            self.changed = True
+
+        if self.changed:
+            self.canvas.delete('all')
+            del self.chars[:]
+            self.add_text()
+
+    def add_text(self):
+        padding = 100
+
+        def add_sequences(sequences, x, y):
+            for sequence in sequences:
+                x += padding
+                if sequence is None:
+                    sequence = ''
+                for char in sequence:
+                    self.chars.append((char, (x, y)))
+                    self.canvas.create_text(x, y, text=char, anchor=tk.NW, font=font1, fill='white')
+                    x += font1Size
+            return x, y
+
+        x = 0
+        y = padding
+
+        add_sequences([self.initial, self.modified], x, y)
+
+        x = 0
+        y += padding
+
+        add_sequences([self.target, self.answer], x, y)
+
+    def reset_with_strings(self, initial, modified, target):
+        if initial != self.initial or \
+           modified != self.modified or \
+           target != self.target:
+            self.changed = True
+        self.initial  = initial
+        self.modified = modified
+        self.target   = target

copycat/sampleText.txt

@@ -0,0 +1,4 @@
+1,2
+3,4
+7,7
+100,100

copycat/temperature.py

@@ -24,7 +24,7 @@ def _entropy(temp, prob):
     f = (c + 1) * prob
     return -f * math.log2(f)
 
-def _weighted(temp, prob, s, u):
+def _weighted(temp, prob, s, u, alpha=1, beta=1):
     weighted = (temp / 100) * s + ((100 - temp) / 100) * u 
     return weighted
 
@@ -56,12 +56,31 @@ def _averaged_alt(temp, prob):
     u = prob ** 2 if prob < .5 else math.sqrt(prob)
     return _weighted(temp, prob, s, u)
 
+
 def _working_best(temp, prob):
+    s = .5   # convergence
+    r = 2 # power
+    u = prob ** r if prob < .5 else prob ** (1/r)
+    return _weighted(temp, prob, s, u)
+
+def _soft_best(temp, prob):
     s = .5   # convergence
     r = 1.05 # power
     u = prob ** r if prob < .5 else prob ** (1/r)
     return _weighted(temp, prob, s, u)
 
+def _parameterized_best(temp, prob):
+    # (D$66/100)*($E$64*$B68 + $G$64*$F$64)/($E$64 + $G$64)+((100-D$66)/100)*IF($B68 > 0.5, $B68^(1/$H$64), $B68^$H$64)
+    # (T/100) * (alpha * p + beta * .5) / (alpha + beta) + ((100 - T)/100) * IF(p > .5, p^(1/2), p^2)
+    alpha = 5
+    beta  = 1
+    s     = .5
+    s     = (alpha * prob + beta * s) / (alpha + beta)
+    r     = 1.05
+    u = prob ** r if prob < .5 else prob ** (1/r)
+    return _weighted(temp, prob, s, u)
+
+
 class Temperature(object):
     def __init__(self):
         self.reset()
@@ -75,7 +94,9 @@ class Temperature(object):
                 'weighted_soft'  : _weighted_soft_curve,
                 'alt_fifty'      : _alt_fifty,
                 'average_alt'    : _averaged_alt,
-                'best'           : _working_best}
+                'best'           : _working_best,
+                'sbest'          : _soft_best,
+                'pbest'          : _parameterized_best}
 
     def reset(self):
         self.actual_value = 100.0

copycat/workspace.py

@@ -23,6 +23,16 @@ class Workspace(object):
         self.intraStringUnhappiness = 0.0
         self.interStringUnhappiness = 0.0
 
+        # LSaldyt: default initializations for GUI entry
+        self.targetString = ''
+        self.initialString = ''
+        self.modifiedString = ''
+        self.finalAnswer = None
+        self.changedObject = None
+        self.objects = []
+        self.structures = []
+        self.rule = None
+
     def __repr__(self):
         return '<Workspace trying %s:%s::%s:?>' % (
             self.initialString, self.modifiedString, self.targetString,

gui.py

@@ -0,0 +1,28 @@
+#!/usr/bin/env python3
+import argparse
+import logging
+
+from copycat import Copycat, Reporter
+
+import matplotlib.pyplot as plt
+
+plt.style.use('dark_background')
+
+class SimpleReporter(Reporter):
+    def report_answer(self, answer):
+        print('Answered %s (time %d, final temperature %.1f)' % (
+            answer['answer'], answer['time'], answer['temp'],
+        ))
+
+def main():
+    logging.basicConfig(level=logging.INFO, format='%(message)s', filename='./output/copycat.log', filemode='w')
+
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--seed', type=int, default=None, help='Provide a deterministic seed for the RNG.')
+    options = parser.parse_args()
+
+    copycat = Copycat(reporter=SimpleReporter(), rng_seed=options.seed, gui=True)
+    copycat.runGUI()
+
+if __name__ == '__main__':
+    main()