Python 修改函数内的全局变量

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时间:2020-08-18 16:07:18  来源:igfitidea点击:

Modifying a global variable inside a function

python

提问by Randall J

I have defined the following function:

我定义了以下函数:

def GMM(s1, s2, s3, s4, s5, a):
    """The GMM objective function.

    Arguments
    ---------
        si: float
            standard deviations of preference distribution

        a: float
            marginal utility of residutal income

    Paramters
    ---------
        Px: array (1,ns) 
            projector onto nonprice characteristic space

        xk, z: arrays (J, 5) and (J, 12)
            nonprice char. and instruments

        invW: array (12, 12) 
            GMM weight matrix

    Returns
    -------
        float."""
    delta = invert(s1, s2, s3, s4, s5, a, delta0) # Invert market shares to get mean utility
    bmean = np.dot(Px, delta)                     # Project delta onto charancteristic space
    xihat = delta - np.dot(xk, bmean)             # Compute implied unobservable prod. quality
    temp1 = np.dot(xihat.T, z)
    if np.any(np.isnan(delta)) == True:
        value = 1e+10
    else:
        value = np.dot(np.dot(temp1, invW), temp1.T)
    return np.sqrt(value)

My question pertains to the variable deltabound inside of the function. Outside of the function I will set the initial value of delta0. Now, ultimately I will minimize this function. What I would like to have happen is that each time the function GMMevaluates, deltafrom the previous evaluation is used as the new delta0. I tried defining delta0as a global variable, but it did not seem to work... likely this was my error though. Although, I have read here that generally this is a bad approach. Any suggestions?

我的问题与delta函数内部的变量绑定有关。在函数之外,我将设置 的初始值delta0。现在,我最终会最小化这个函数。我希望发生的是,每次函数GMM求值时,都delta将上一次求值用作新的delta0. 我尝试定义delta0为一个全局变量,但它似乎没有用……虽然这可能是我的错误。虽然,我在这里读到,通常这是一种不好的方法。有什么建议?

回答by pythonFoo

globalVariable = 0

def test():
    global globalVariable
    globalVariable = 10

test()
print globalVariable

You can edit a global variable in this way.

您可以通过这种方式编辑全局变量。

回答by Laurent Luce

There are multiple ways to achieve what you want. delta is saved across function calls in the following examples.

有多种方法可以实现您想要的。在以下示例中,delta 跨函数调用保存。

1- Class

1-类

class Example:
  def __init__(self, value):
    self.delta = value
  def gmm(self):
    self.delta += 1
    return self.delta

e = Example(0)
print e.gmm()

2- Generator

2- 发电机

def gmm():
  delta = 0
  while True:
    delta += 1
    yield delta

for v in gmm():
  print v

3- Function attribute

3- 功能属性

def gmm():
  gmm.delta += 1
  return delta
gmm.delta = 0

4- Global variable (discouraged as you said):

4-全局变量(如你所说不鼓励):

delta = 0
def gmm():
  global delta
  delta += 1
  return delta

etc...

等等...

回答by richo

When faced with this, a common kludge I use is stuff an object into a module, which then puts it into a namespace accessible by everything in the program. It is a big kludge, but I find it removes any ambiguity about what's global. For standalone stuff I put it into os, if it's an entire project I'll generally create an empty python file called my_globalsand import it, ie

面对这种情况时,我使用的一个常见方法是将对象填充到模块中,然后将其放入程序中所有内容都可以访问的命名空间中。这是一个很大的麻烦,但我发现它消除了关于什么是全局的任何歧义。对于独立的东西,我把它放进去os,如果它是一个完整的项目,我通常会创建一个名为的空 python 文件my_globals并导入它,即

import my_globals
my_globals.thing = "rawp"
def func():
    my_globals.thing = "test"
func()
print my_globals.thing # "test"