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view CA.py @ 46:d83a72eec954
Forgot to add these. Needed for Chapter 6.
author | Brian Neal <bgneal@gmail.com> |
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date | Thu, 25 Jul 2013 21:27:36 -0500 |
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""" Code example from Complexity and Computation, a book about exploring complexity science with Python. Available free from http://greenteapress.com/complexity Copyright 2011 Allen B. Downey. Distributed under the GNU General Public License at gnu.org/licenses/gpl.html. """ import numpy class CA(object): """A CA is a cellular automaton; the parameters for __init__ are: rule: an integer in the range 0-255 that represents the CA rule using Wolfram's encoding. n: the number of rows (timesteps) in the result. ratio: the ratio of columns to rows. """ def __init__(self, rule, n=100, ratio=2): """Attributes: table: rule dictionary that maps from triple to next state. n, m: are the number of rows, columns. array: the numpy array that contains the data. next: the index of the next empty row. """ self.table = self.make_table(rule) self.n = n self.m = ratio*n + 1 self.array = numpy.zeros((n, self.m), dtype=numpy.int8) self.next = 0 def make_table(self, rule): """Returns a table for the given CA rule. The table is a dictionary that maps 3-tuples to binary values. """ table = {} for i, bit in enumerate(binary(rule, 8)): t = binary(7-i, 3) table[t] = bit return table def start_single(self): """Starts with one cell in the middle of the top row.""" self.array[0, self.m/2] = 1 self.next += 1 def start_random(self): """Start with random values in the top row.""" self.array[0] = numpy.random.random([1,self.m]).round() self.next += 1 def loop(self, steps=1): """Executes the given number of time steps.""" [self.step() for i in xrange(steps)] def step(self): """Executes one time step by computing the next row of the array.""" i = self.next self.next += 1 a = self.array t = self.table for j in xrange(1,self.m-1): a[i,j] = t[tuple(a[i-1, j-1:j+2])] def get_array(self, start=0, end=None): """Gets a slice of columns from the CA, with slice indices (start, end). Avoid copying if possible. """ if start==0 and end==None: return self.array else: return self.array[:, start:end] def binary(n, digits): """Returns a tuple of (digits) integers representing the integer (n) in binary. For example, binary(3,3) returns (0, 1, 1)""" t = [] for i in range(digits): n, r = divmod(n, 2) t.append(r) return tuple(reversed(t)) def print_table(table): """Prints the rule table in LaTeX format.""" t = table.items() t.sort(reverse=True) print '\\beforefig' print '\\centerline{' print '\\begin{tabular}{|c|c|c|c|c|c|c|c|c|}' print '\\hline' res = ['prev'] for k, v in t: s = ''.join([str(x) for x in k]) res.append(s) print ' & '.join(res) + ' \\\\ \n\\hline' res = ['next'] for k, v in t: res.append(str(v)) print ' & '.join(res) + ' \\\\ \n\\hline' print '\\end{tabular}}'