使用一等函数实现设计模式

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案例分析：重构“策略”模式

经典的“策略”模式

图中的UML类图指出了“策略”模式对类的编排。



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# classic_strategy.py
# Strategy pattern -- classic implementation

"""
# BEGIN CLASSIC_STRATEGY_TESTS

    >>> joe = Customer('John Doe', 0)  # <1>
    >>> ann = Customer('Ann Smith', 1100)
    >>> cart = [LineItem('banana', 4, .5),  # <2>
    ...         LineItem('apple', 10, 1.5),
    ...         LineItem('watermellon', 5, 5.0)]
    >>> Order(joe, cart, FidelityPromo())  # <3>
    <Order total: 42.00 due: 42.00>
    >>> Order(ann, cart, FidelityPromo())  # <4>
    <Order total: 42.00 due: 39.90>
    >>> banana_cart = [LineItem('banana', 30, .5),  # <5>
    ...                LineItem('apple', 10, 1.5)]
    >>> Order(joe, banana_cart, BulkItemPromo())  # <6>
    <Order total: 30.00 due: 28.50>
    >>> long_order = [LineItem(str(item_code), 1, 1.0) # <7>
    ...               for item_code in range(10)]
    >>> Order(joe, long_order, LargeOrderPromo())  # <8>
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, cart, LargeOrderPromo())
    <Order total: 42.00 due: 42.00>

# END CLASSIC_STRATEGY_TESTS
"""
# BEGIN CLASSIC_STRATEGY

from abc import ABC, abstractmethod
from collections import namedtuple

Customer = namedtuple('Customer', 'name fidelity')


class LineItem:

    def __init__(self, product, quantity, price):
        self.product = product
        self.quantity = quantity
        self.price = price

    def total(self):
        return self.price * self.quantity


class Order:  # the Context

    def __init__(self, customer, cart, promotion=None):
        self.customer = customer
        self.cart = list(cart)
        self.promotion = promotion

    def total(self):
        if not hasattr(self, '__total'):
            self.__total = sum(item.total() for item in self.cart)
        return self.__total

    def due(self):
        if self.promotion is None:
            discount = 0
        else:
            discount = self.promotion.discount(self)
        return self.total() - discount

    def __repr__(self):
        fmt = '<Order total: {:.2f} due: {:.2f}>'
        return fmt.format(self.total(), self.due())


class Promotion(ABC):  # the Strategy: an Abstract Base Class

    @abstractmethod
    def discount(self, order):
        """Return discount as a positive dollar amount"""


class FidelityPromo(Promotion):  # first Concrete Strategy
    """5% discount for customers with 1000 or more fidelity points"""

    def discount(self, order):
        return order.total() * .05 if order.customer.fidelity >= 1000 else 0


class BulkItemPromo(Promotion):  # second Concrete Strategy
    """10% discount for each LineItem with 20 or more units"""

    def discount(self, order):
        discount = 0
        for item in order.cart:
            if item.quantity >= 20:
                discount += item.total() * .1
        return discount


class LargeOrderPromo(Promotion):  # third Concrete Strategy
    """7% discount for orders with 10 or more distinct items"""

    def discount(self, order):
        distinct_items = {item.product for item in order.cart}
        if len(distinct_items) >= 10:
            return order.total() * .07
        return 0

# END CLASSIC_STRATEGY

每个具体策略都是一个类，而且都只定义了一个方法，即discount。此外，策略实例没有状态（没有实例属性）。你可能会说，它们看起来像是普通的函数。以下示例是对以上示例的重构，把具体策略换成了简单的函数，而且去掉了Promo抽象类。

Order 类和使用函数实现的折扣策略

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# strategy.py
# Strategy pattern -- function-based implementation

"""
# BEGIN STRATEGY_TESTS

    >>> joe = Customer('John Doe', 0)  # <1>
    >>> ann = Customer('Ann Smith', 1100)
    >>> cart = [LineItem('banana', 4, .5),
    ...         LineItem('apple', 10, 1.5),
    ...         LineItem('watermellon', 5, 5.0)]
    >>> Order(joe, cart, fidelity_promo)  # <2>
    <Order total: 42.00 due: 42.00>
    >>> Order(ann, cart, fidelity_promo)
    <Order total: 42.00 due: 39.90>
    >>> banana_cart = [LineItem('banana', 30, .5),
    ...                LineItem('apple', 10, 1.5)]
    >>> Order(joe, banana_cart, bulk_item_promo)  # <3>
    <Order total: 30.00 due: 28.50>
    >>> long_order = [LineItem(str(item_code), 1, 1.0)
    ...               for item_code in range(10)]
    >>> Order(joe, long_order, large_order_promo)
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, cart, large_order_promo)
    <Order total: 42.00 due: 42.00>

# END STRATEGY_TESTS
"""
# BEGIN STRATEGY

from collections import namedtuple

Customer = namedtuple('Customer', 'name fidelity')


class LineItem:

    def __init__(self, product, quantity, price):
        self.product = product
        self.quantity = quantity
        self.price = price

    def total(self):
        return self.price * self.quantity


class Order:  # the Context

    def __init__(self, customer, cart, promotion=None):
        self.customer = customer
        self.cart = list(cart)
        self.promotion = promotion

    def total(self):
        if not hasattr(self, '__total'):
            self.__total = sum(item.total() for item in self.cart)
        return self.__total

    def due(self):
        if self.promotion is None:
            discount = 0
        else:
            discount = self.promotion(self)  # <1>
        return self.total() - discount

    def __repr__(self):
        fmt = '<Order total: {:.2f} due: {:.2f}>'
        return fmt.format(self.total(), self.due())

# <2>

def fidelity_promo(order):  # <3>
    """5% discount for customers with 1000 or more fidelity points"""
    return order.total() * .05 if order.customer.fidelity >= 1000 else 0


def bulk_item_promo(order):
    """10% discount for each LineItem with 20 or more units"""
    discount = 0
    for item in order.cart:
        if item.quantity >= 20:
            discount += item.total() * .1
    return discount


def large_order_promo(order):
    """7% discount for orders with 10 or more distinct items"""
    distinct_items = {item.product for item in order.cart}
    if len(distinct_items) >= 10:
        return order.total() * .07
    return 0

# END STRATEGY

best_promo 函数计算所有折扣， 并返回额度最大的

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# strategy_best.py
# Strategy pattern -- function-based implementation
# selecting best promotion from static list of functions

"""
    >>> joe = Customer('John Doe', 0)
    >>> ann = Customer('Ann Smith', 1100)
    >>> cart = [LineItem('banana', 4, .5),
    ...         LineItem('apple', 10, 1.5),
    ...         LineItem('watermellon', 5, 5.0)]
    >>> Order(joe, cart, fidelity_promo)
    <Order total: 42.00 due: 42.00>
    >>> Order(ann, cart, fidelity_promo)
    <Order total: 42.00 due: 39.90>
    >>> banana_cart = [LineItem('banana', 30, .5),
    ...                LineItem('apple', 10, 1.5)]
    >>> Order(joe, banana_cart, bulk_item_promo)
    <Order total: 30.00 due: 28.50>
    >>> long_order = [LineItem(str(item_code), 1, 1.0)
    ...               for item_code in range(10)]
    >>> Order(joe, long_order, large_order_promo)
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, cart, large_order_promo)
    <Order total: 42.00 due: 42.00>

# BEGIN STRATEGY_BEST_TESTS

    >>> Order(joe, long_order, best_promo)  # <1>
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, banana_cart, best_promo)  # <2>
    <Order total: 30.00 due: 28.50>
    >>> Order(ann, cart, best_promo)  # <3>
    <Order total: 42.00 due: 39.90>

# END STRATEGY_BEST_TESTS
"""

from collections import namedtuple

Customer = namedtuple('Customer', 'name fidelity')


class LineItem:

    def __init__(self, product, quantity, price):
        self.product = product
        self.quantity = quantity
        self.price = price

    def total(self):
        return self.price * self.quantity


class Order:  # the Context

    def __init__(self, customer, cart, promotion=None):
        self.customer = customer
        self.cart = list(cart)
        self.promotion = promotion

    def total(self):
        if not hasattr(self, '__total'):
            self.__total = sum(item.total() for item in self.cart)
        return self.__total

    def due(self):
        if self.promotion is None:
            discount = 0
        else:
            discount = self.promotion(self)
        return self.total() - discount

    def __repr__(self):
        fmt = '<Order total: {:.2f} due: {:.2f}>'
        return fmt.format(self.total(), self.due())


def fidelity_promo(order):
    """5% discount for customers with 1000 or more fidelity points"""
    return order.total() * .05 if order.customer.fidelity >= 1000 else 0


def bulk_item_promo(order):
    """10% discount for each LineItem with 20 or more units"""
    discount = 0
    for item in order.cart:
        if item.quantity >= 20:
            discount += item.total() * .1
    return discount


def large_order_promo(order):
    """7% discount for orders with 10 or more distinct items"""
    distinct_items = {item.product for item in order.cart}
    if len(distinct_items) >= 10:
        return order.total() * .07
    return 0

# BEGIN STRATEGY_BEST

promos = [fidelity_promo, bulk_item_promo, large_order_promo]  # <1>

def best_promo(order):  # <2>
    """Select best discount available
    """
    return max(promo(order) for promo in promos)  # <3>

# END STRATEGY_BEST

找出模块中的全部策略

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# strategy_best2.py
# Strategy pattern -- function-based implementation
# selecting best promotion from current module globals

"""
    >>> joe = Customer('John Doe', 0)
    >>> ann = Customer('Ann Smith', 1100)
    >>> cart = [LineItem('banana', 4, .5),
    ...         LineItem('apple', 10, 1.5),
    ...         LineItem('watermellon', 5, 5.0)]
    >>> Order(joe, cart, fidelity_promo)
    <Order total: 42.00 due: 42.00>
    >>> Order(ann, cart, fidelity_promo)
    <Order total: 42.00 due: 39.90>
    >>> banana_cart = [LineItem('banana', 30, .5),
    ...                LineItem('apple', 10, 1.5)]
    >>> Order(joe, banana_cart, bulk_item_promo)
    <Order total: 30.00 due: 28.50>
    >>> long_order = [LineItem(str(item_code), 1, 1.0)
    ...               for item_code in range(10)]
    >>> Order(joe, long_order, large_order_promo)
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, cart, large_order_promo)
    <Order total: 42.00 due: 42.00>

# BEGIN STRATEGY_BEST_TESTS

    >>> Order(joe, long_order, best_promo)
    <Order total: 10.00 due: 9.30>
    >>> Order(joe, banana_cart, best_promo)
    <Order total: 30.00 due: 28.50>
    >>> Order(ann, cart, best_promo)
    <Order total: 42.00 due: 39.90>

# END STRATEGY_BEST_TESTS
"""

from collections import namedtuple

Customer = namedtuple('Customer', 'name fidelity')


class LineItem:

    def __init__(self, product, quantity, price):
        self.product = product
        self.quantity = quantity
        self.price = price

    def total(self):
        return self.price * self.quantity


class Order:  # the Context

    def __init__(self, customer, cart, promotion=None):
        self.customer = customer
        self.cart = list(cart)
        self.promotion = promotion

    def total(self):
        if not hasattr(self, '__total'):
            self.__total = sum(item.total() for item in self.cart)
        return self.__total

    def due(self):
        if self.promotion is None:
            discount = 0
        else:
            discount = self.promotion(self)
        return self.total() - discount

    def __repr__(self):
        fmt = '<Order total: {:.2f} due: {:.2f}>'
        return fmt.format(self.total(), self.due())


def fidelity_promo(order):
    """5% discount for customers with 1000 or more fidelity points"""
    return order.total() * .05 if order.customer.fidelity >= 1000 else 0


def bulk_item_promo(order):
    """10% discount for each LineItem with 20 or more units"""
    discount = 0
    for item in order.cart:
        if item.quantity >= 20:
            discount += item.total() * .1
    return discount


def large_order_promo(order):
    """7% discount for orders with 10 or more distinct items"""
    distinct_items = {item.product for item in order.cart}
    if len(distinct_items) >= 10:
        return order.total() * .07
    return 0

# BEGIN STRATEGY_BEST2

promos = [globals()[name] for name in globals()  # <1>
            if name.endswith('_promo')  # <2>
            and name != 'best_promo']   # <3>
# print(globals())
# print([name for name in globals()])

def best_promo(order):
    """Select best discount available
    """
    return max(promo(order) for promo in promos)  # <4>


"""
# BEGIN STRATEGY_BEST3

promos = [func for name, func in
                inspect.getmembers(promotions, inspect.isfunction)]

def best_promo(order):
    """Select best discount available
    """
    return max(promo(order) for promo in promos)

# END STRATEGY_BEST3
"""
# END STRATEGY_BEST2
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