bgneal@12: """ Code example from Complexity and Computation, a book about bgneal@12: exploring complexity science with Python. Available free from bgneal@12: bgneal@12: http://greenteapress.com/complexity bgneal@12: bgneal@12: Copyright 2011 Allen B. Downey. bgneal@12: Distributed under the GNU General Public License at gnu.org/licenses/gpl.html. bgneal@12: """ bgneal@12: bgneal@12: import string bgneal@12: bgneal@12: bgneal@12: class LinearMap(object): bgneal@12: """A simple implementation of a map using a list of tuples bgneal@12: where each tuple is a key-value pair.""" bgneal@12: bgneal@12: def __init__(self): bgneal@12: self.items = [] bgneal@12: bgneal@12: def add(self, k, v): bgneal@12: """Adds a new item that maps from key (k) to value (v). bgneal@12: Assumes that they keys are unique.""" bgneal@12: self.items.append((k, v)) bgneal@12: bgneal@12: def get(self, k): bgneal@12: """Looks up the key (k) and returns the corresponding value, bgneal@12: or raises KeyError if the key is not found.""" bgneal@12: for key, val in self.items: bgneal@12: if key == k: bgneal@12: return val bgneal@12: raise KeyError bgneal@12: bgneal@12: bgneal@12: class BetterMap(object): bgneal@12: """A faster implementation of a map using a list of LinearMaps bgneal@12: and the built-in function hash() to determine which LinearMap bgneal@12: to put each key into.""" bgneal@12: bgneal@12: def __init__(self, n=100): bgneal@12: """Appends (n) LinearMaps onto (self).""" bgneal@12: self.maps = [] bgneal@12: for i in range(n): bgneal@12: self.maps.append(LinearMap()) bgneal@12: bgneal@12: def find_map(self, k): bgneal@12: """Finds the right LinearMap for key (k).""" bgneal@12: index = hash(k) % len(self.maps) bgneal@12: return self.maps[index] bgneal@12: bgneal@12: def add(self, k, v): bgneal@12: """Adds a new item to the appropriate LinearMap for key (k).""" bgneal@12: m = self.find_map(k) bgneal@12: m.add(k, v) bgneal@12: bgneal@12: def get(self, k): bgneal@12: """Finds the right LinearMap for key (k) and looks up (k) in it.""" bgneal@12: m = self.find_map(k) bgneal@12: return m.get(k) bgneal@12: bgneal@12: bgneal@12: class HashMap(object): bgneal@12: """An implementation of a hashtable using a BetterMap bgneal@12: that grows so that the number of items never exceeds the number bgneal@12: of LinearMaps. bgneal@12: bgneal@12: The amortized cost of add should be O(1) provided that the bgneal@12: implementation of sum in resize is linear.""" bgneal@12: bgneal@12: def __init__(self): bgneal@12: """Starts with 2 LinearMaps and 0 items.""" bgneal@12: self.maps = BetterMap(2) bgneal@12: self.num = 0 bgneal@12: bgneal@12: def get(self, k): bgneal@12: """Looks up the key (k) and returns the corresponding value, bgneal@12: or raises KeyError if the key is not found.""" bgneal@12: return self.maps.get(k) bgneal@12: bgneal@12: def add(self, k, v): bgneal@12: """Resize the map if necessary and adds the new item.""" bgneal@12: if self.num == len(self.maps.maps): bgneal@12: self.resize() bgneal@12: bgneal@12: self.maps.add(k, v) bgneal@12: self.num += 1 bgneal@12: bgneal@12: def resize(self): bgneal@12: """Makes a new map, twice as big, and rehashes the items.""" bgneal@12: new_maps = BetterMap(self.num * 2) bgneal@12: bgneal@12: for m in self.maps.maps: bgneal@12: for k, v in m.items: bgneal@12: new_maps.add(k, v) bgneal@12: bgneal@12: self.maps = new_maps bgneal@12: bgneal@12: bgneal@12: def main(script): bgneal@12: m = HashMap() bgneal@12: s = string.ascii_lowercase bgneal@12: bgneal@12: for k, v in enumerate(s): bgneal@12: m.add(k, v) bgneal@12: bgneal@12: for k in range(len(s)): bgneal@12: print k, m.get(k) bgneal@12: bgneal@12: bgneal@12: if __name__ == '__main__': bgneal@12: import sys bgneal@12: main(*sys.argv)