学习笔记： Chapter 17 Inheritance 继承
17. Inheritance 继承
17.1. Inheritance
The language feature most often associated with object-oriented programming is inheritance. Inheritance is the ability to define a new class that is a modified version of an existing class.
The primary advantage of this feature is that you can add new methods to a class without modifying the existing class. It is called inheritance because the new class inherits all of the methods of the existing class. Extending this metaphor, the existing class is sometimes called the parent class（父类）. The new class may be called the child class（子类） or sometimes subclass.
Inheritance is a powerful feature. Some programs that would be complicated without inheritance can be written concisely and simply with it. Also, inheritance can facilitate（促进） code reuse（代码重用）, since you can customize the behavior of parent classes without having to modify them. In some cases, the inheritance structure reflects the natural structure of the problem, which makes the program easier to understand.
On the other hand, inheritance can make programs difficult to read. When a method is invoked, it is sometimes not clear where to find its definition. The relevant code may be scattered（分散的） among several modules. Also, many of the things that can be done using inheritance can be done as elegantly (优美的 or more so) without it. If the natural structure of the problem does not lend itself to（lend itself to 适宜于） inheritance, this style of programming can do more harm than good.
In this chapter we will demonstrate the use of inheritance as part of a program that plays the card game Old Maid（【纸牌】“老处女”(即互相抽牌配对子纸牌游戏)这个名字真是ORZ啊…）. One of our goals is to write code that could be reused to implement other card games.
17.2. A hand of cards 一手纸牌
For almost any card game, we need to represent a hand of cards. A hand is similar to a deck, of course. Both are made up of a set of cards, and both require operations like adding and removing cards. Also, we might like the ability to shuffle both decks and hands.
A hand is also different from a deck. Depending on the game being played, we might want to perform some operations on hands that don’t make sense（有意义） for a deck. For example, in poker（纸牌戏） we might classify a hand (straight, flush, etc.) or compare it with another hand. In bridge, we might want to compute a score for a hand in order to make a bid（叫牌）.
This situation suggests the use of inheritance. If Hand is a subclass of Deck, it will have all the methods of Deck, and new methods can be added.
In the class definition, the name of the parent class appears in parentheses:
class Hand(Deck): #父类写在（）内
pass
This statement indicates that the new Hand class inherits from the existing Deck class.
The Hand constructor initializes the attributes for the hand, which are name and cards. The string name identifies this hand, probably by the name of the player that holds it. The name is an optional parameter with the empty string as a default value. cards is the list of cards in the hand, initialized to the empty list:
class Hand(Deck):
def __init__(self, name=""):
self.cards = []
self.name = name
For just about any card game, it is necessary to add and remove cards from the deck. Removing cards is already taken care of, since Hand inherits remove from Deck. But we have to write add:
class Hand(Deck):
...
def add(self,card):
self.cards.append(card)
Again, the ellipsis indicates that we have omitted other methods. The list append method adds the new card to the end of the list of cards.
17.3. Dealing cards 分牌
Now that we have a Hand class, we want to deal cards from the Deck into hands. It is not immediately obvious whether this method should go in the Hand class or in the Deck class, but since it operates on a single deck and (possibly) several hands, it is more natural to put it in Deck.
deal should be fairly general（一般的）, since different games will have different requirements. We may want to deal out（分配） the entire deck at once or add one card to each hand.
deal takes two parameters, a list (or tuple) of hands and the total number of cards to deal. If there are not enough cards in the deck, the method deals out all of the cards and stops:
class Deck :
...
def deal(self, hands, num_cards=999):
num_hands = len(hands)
for i in range(num_cards):
if self.is_empty(): break # break if out of cards
card = self.pop() # take the top card
hand = hands[i % num_hands] # whose turn is next?
hand.add(card) # add the card to the hand
The second parameter, num_cards, is optional; the default is a large number, which effectively means that all of the cards in the deck will get dealt.
The loop variable i goes from 0 to nCards-1. Each time through the loop, a card is removed from the deck using the list method pop, which removes and returns the last item in the list.
The modulus operator ( %) allows us to deal cards in a round robin（循环） (one card at a time to each hand). When i is equal to the number of hands in the list, the expression i % nHands wraps around to the beginning of the list (index 0).
17.4. Printing a Hand 打印一手纸牌
To print the contents of a hand, we can take advantage of the printDeck and __str__ methods inherited from Deck. For example:
>>> deck = Deck()
>>> deck.shuffle()
>>> hand = Hand("frank")
>>> deck.deal([hand], 5)
>>> print hand
Hand frank contains
2 of Spades
3 of Spades
4 of Spades
Ace of Hearts
9 of Clubs
It’s not a great hand, but it has the makings of a straight flush（同花顺，我不懂…）.
Although it is convenient to inherit the existing methods, there is additional information in a Hand object we might want to include when we print one. To do that, we can provide a __str__ method in the Hand class that overrides the one in the Deck class:
class Hand(Deck)
...
def __str__(self):
s = "Hand " + self.name
if self.is_empty():
s = s + " is empty\n"
else:
s = s + " contains\n"
return s + Deck.__str__(self)
Initially, s is a string that identifies the hand. If the hand is empty, the program appends the words is empty and returns s.
Otherwise, the program appends the word contains and the string representation of the Deck, computed by invoking the __str__ method in the Deck class on self.
It may seem odd to send self, which refers to the current Hand, to a Deck method, until you remember that a Hand is a kind of Deck. Hand objects can do everything Deck objects can, so it is legal to send a Hand to a Deck method.
In general, it is always legal to use an instance of a subclass in place of an instance of a parent class.
17.5. The CardGame class CardGame类
The CardGame class takes care of some basic chores（繁杂的事） common to all games, such as creating the deck and shuffling it:
class CardGame:
def __init__(self):
self.deck = Deck()
self.deck.shuffle()
This is the first case we have seen where the initialization method performs a significant computation, beyond initializing attributes.
To implement specific games, we can inherit from CardGame and add features for the new game. As an example, we’ll write a simulation of Old Maid.
The object of Old Maid is to get rid of（丢弃） cards in your hand. You do this by matching cards by rank and color. For example, the 4 of Clubs matches the 4 of Spades since both suits are black. The Jack of Hearts matches the Jack of Diamonds since both are red.
To begin the game, the Queen of Clubs is removed from the deck so that the Queen of Spades has no match. The fifty-one remaining cards are dealt to the players in a round robin. After the deal, all players match and discard as many cards as possible.
When no more matches can be made, play begins. In turn, each player picks a card (without looking) from the closest neighbor to the left who still has cards. If the chosen card matches a card in the player’s hand, the pair is removed. Otherwise, the card is added to the player’s hand. Eventually all possible matches are made, leaving only the Queen of Spades in the loser’s hand.
In our computer simulation of the game, the computer plays all hands. Unfortunately, some nuances（细微差别） of the real game are lost. In a real game, the player with the Old Maid goes to some effort to get their neighbor to pick that card, by displaying it a little more prominently（显著地）, or perhaps failing to display it more prominently, or even failing to fail to display that card more prominently. The computer simply picks a neighbor’s card at random.
17.6. OldMaidHand class OldMaidHand类
A hand for playing Old Maid requires some abilities beyond the general abilities of a Hand. We will define a new class, OldMaidHand, that inherits from Hand and provides an additional method called remove_matches:
class OldMaidHand(Hand):
def remove_matches(self):
count = 0
original_cards = self.cards[:]
for card in original_cards:
match = Card(3 - card.suit, card.rank)
if match in self.cards:
self.cards.remove(card)
self.cards.remove(match)
print "Hand %s: %s matches %s" % (self.name, card, match)
count = count + 1
return count
We start by making a copy of the list of cards, so that we can traverse（在…来回移动） the copy while removing cards from the original. Since self.cards is modified in the loop, we don’t want to use it to control the traversal. Python can get quite confused if it is traversing a list that is changing!
For each card in the hand, we figure out what the matching card is and go looking for it. The match card has the same rank and the other suit of the same color. The expression 3 - card.suit turns a Club (suit 0) into a Spade (suit 3) and a Diamond (suit 1) into a Heart (suit 2). You should satisfy yourself that the opposite operations also work. If the match card is also in the hand, both cards are removed.
The following example demonstrates how to use remove_matches:
>>> game = CardGame()
>>> hand = OldMaidHand("frank")
>>> game.deck.deal([hand], 13)
>>> print hand
Hand frank contains
Ace of Spades
2 of Diamonds
7 of Spades
8 of Clubs
6 of Hearts
8 of Spades
7 of Clubs
Queen of Clubs
7 of Diamonds
5 of Clubs
Jack of Diamonds
10 of Diamonds
10 of Hearts
>>> hand.remove_matches()
Hand frank: 7 of Spades matches 7 of Clubs
Hand frank: 8 of Spades matches 8 of Clubs
Hand frank: 10 of Diamonds matches 10 of Hearts
>>> print hand
Hand frank contains
Ace of Spades
2 of Diamonds
6 of Hearts
Queen of Clubs
7 of Diamonds
5 of Clubs
Jack of Diamonds
Notice that there is no __init__ method for the OldMaidHand class. We inherit it from Hand.
17.7. OldMaidGame class
Now we can turn our attention to the game itself. OldMaidGame is a subclass of CardGame with a new method called play that takes a list of players as a parameter.
Since __init__ is inherited from CardGame, a new OldMaidGame object contains a new shuffled deck:
class OldMaidGame(CardGame):
def play(self, names):
# remove Queen of Clubs
self.deck.remove(Card(0,12))
# make a hand for each player
self.hands = []
for name in names:
self.hands.append(OldMaidHand(name))
# deal the cards
self.deck.deal(self.hands)
print "---------- Cards have been dealt"
self.printHands()
# remove initial matches
matches = self.removeAllMatches()
print "---------- Matches discarded, play begins"
self.printHands()
# play until all 50 cards are matched
turn = 0
numHands = len(self.hands)
while matches < 25:
matches = matches + self.playOneTurn(turn)
turn = (turn + 1) % numHands
print "---------- Game is Over"
self.printHands()
The writing of printHands() is left as an exercise.
Some of the steps of the game have been separated into methods. remove_all_matches traverses the list of hands and invokes remove_matches on each:
class OldMaidGame(CardGame):
...
def remove_all_matches(self):
count = 0
for hand in self.hands:
count = count + hand.remove_matches()
return count
count is an accumulator that adds up the number of matches in each hand and returns the total.
When the total number of matches reaches twenty-five, fifty cards have been removed from the hands, which means that only one card is left and the game is over.
The variable turn keeps track of which player’s turn it is. It starts at 0 and increases by one each time; when it reaches numHands, the modulus operator wraps it back around to 0.
The method playOneTurn takes a parameter that indicates whose turn it is. The return value is the number of matches made during this turn:
class OldMaidGame(CardGame):
...
def play_one_turn(self, i):
if self.hands[i].is_empty():
return 0
neighbor = self.find_neighbor(i)
pickedCard = self.hands[neighbor].popCard()
self.hands[i].add(pickedCard)
print "Hand", self.hands[i].name, "picked", pickedCard
count = self.hands[i].remove_matches()
self.hands[i].shuffle()
return count
If a player’s hand is empty, that player is out of the game, so he or she does nothing and returns 0.
Otherwise, a turn consists of finding the first player on the left that has cards, taking one card from the neighbor, and checking for matches. Before returning, the cards in the hand are shuffled so that the next player’s choice is random.
The method find_neighbor starts with the player to the immediate left and continues around the circle until it finds a player that still has cards:
class OldMaidGame(CardGame):
...
def find_neighbor(self, i):
numHands = len(self.hands)
for next in range(1,numHands):
neighbor = (i + next) % numHands
if not self.hands[neighbor].is_empty():
return neighbor
If find_neighbor ever went all the way around the circle without finding cards, it would return None and cause an error elsewhere in the program. Fortunately, we can prove that that will never happen (as long as the end of the game is detected correctly).
We have omitted the print_hands method. You can write that one yourself.
The following output is from a truncated form of the game where only the top fifteen cards (tens and higher) were dealt to three players. With this small deck, play stops after seven matches instead of twenty-five.
>>> import cards
>>> game = cards.OldMaidGame()
>>> game.play(["Allen","Jeff","Chris"])
---------- Cards have been dealt
Hand Allen contains
King of Hearts
Jack of Clubs
Queen of Spades
King of Spades
10 of Diamonds
Hand Jeff contains
Queen of Hearts
Jack of Spades
Jack of Hearts
King of Diamonds
Queen of Diamonds
Hand Chris contains
Jack of Diamonds
King of Clubs
10 of Spades
10 of Hearts
10 of Clubs
Hand Jeff: Queen of Hearts matches Queen of Diamonds
Hand Chris: 10 of Spades matches 10 of Clubs
---------- Matches discarded, play begins
Hand Allen contains
King of Hearts
Jack of Clubs
Queen of Spades
King of Spades
10 of Diamonds
Hand Jeff contains
Jack of Spades
Jack of Hearts
King of Diamonds
Hand Chris contains
Jack of Diamonds
King of Clubs
10 of Hearts
Hand Allen picked King of Diamonds
Hand Allen: King of Hearts matches King of Diamonds
Hand Jeff picked 10 of Hearts
Hand Chris picked Jack of Clubs
Hand Allen picked Jack of Hearts
Hand Jeff picked Jack of Diamonds
Hand Chris picked Queen of Spades
Hand Allen picked Jack of Diamonds
Hand Allen: Jack of Hearts matches Jack of Diamonds
Hand Jeff picked King of Clubs
Hand Chris picked King of Spades
Hand Allen picked 10 of Hearts
Hand Allen: 10 of Diamonds matches 10 of Hearts
Hand Jeff picked Queen of Spades
Hand Chris picked Jack of Spades
Hand Chris: Jack of Clubs matches Jack of Spades
Hand Jeff picked King of Spades
Hand Jeff: King of Clubs matches King of Spades
---------- Game is Over
Hand Allen is empty
Hand Jeff contains
Queen of Spades
Hand Chris is empty
So Jeff loses.
17.8. Glossary 术语表
- inheritance 继承
- The ability to define a new class that is a modified version of a previously defined class.
- parent class
- The class from which a child class inherits.
- child class
- A new class created by inheriting from an existing class; also called a subclass.
17.9. Exercises
- Add a method, print_hands, to the OldMaidGame class which traverses self.hands and prints each hand.