你能用那些看似等价的代码来解释Python中深度递归的这种差异吗?

dbf7pr2w  于 2023-04-10  发布在  Python
关注(0)|答案(3)|浏览(73)

我注意到,在我的机器上,下面的代码达到了n = 2960的深度递归的最大值:

m = {0:0, 1:1}
def f(n):
    if n not in m:
        m[n] = f(n - 1) + f(n - 2)
    return m[n]

而这个版本对于n = 988达到它:

m = {0:0, 1:1}
def f(n):
    if n not in m:
        m[n] = sum(f(n - i) for i in [1, 2])
    return m[n]

有谁能解释一下“引擎盖下”发生了什么来解释这种差异吗?
更确切地说,如果能理解为什么这个例子中的因子是3,并且能够推导出更多项的求和,那将是非常好的。

s4n0splo

s4n0splo1#

TL;DR:sum是一个额外的函数调用,它所求和的生成器表达式也是用嵌套函数作用域(docs)实现的
...解析是在一个单独的隐式嵌套作用域中执行的。这确保了在目标列表中赋值的名称不会“泄漏”到封闭作用域中。
因此,第二种方法在递归过程中使用了 * 两个 * 额外的堆栈帧,以及递归调用本身,这解释了这里的因子3。
请注意,默认的递归限制是1000,所以对于第一种情况,你应该会看到堆栈溢出正好是1000,而对于第二种情况(在Python 3.10或更低版本上),堆栈溢出是334。要在这里得到2960和988,你可能需要:

  • 导入了一个名为sys.setrecursionlimit(3000)的东西,然后
  • 已经在某个地方用了几个堆栈帧了。

例如,在IDE或精心设计的交互式REPL中运行这段代码,很可能已经完成了上述两项工作。

有趣的最新进展:

有一个PEP 709 – Inlined comprehensions,它是关于从解析中删除这个隐藏函数的。生成器表达式目前没有内联在PEP的参考实现中,尽管它可能会在将来被考虑。
CPython 3.11已经做了一些优化,以减少这段代码中的函数调用次数,这改变了堆栈溢出的点。它将发生在501而不是CPython 3.11中的334。原因在 * Python 3.11中的新功能的更新日志中描述:内联Python函数调用 *。

webghufk

webghufk2#

我也会在这里添加我的调试。在运行一些测试之后,我发现traceback模块给我的调用堆栈明显(~333)小于递归限制。我注意到这个差异总是接近调用堆栈上<genexpr>调用的数量:

import sys
import traceback
from collections import Counter
from pprint import pprint

sum_every_n = int(sys.argv[1])

def f(n=0):
    try:
        if n % sum_every_n == 0:
            return sum(f(n+i) for i in [1,2])
        else:
            return f(n+1) + f(n+2)
    except RecursionError:
        stack = traceback.extract_stack()
        counts = Counter([frame.name for frame in stack])

        stack_size = len(stack)
        stack_size_plus = stack_size + counts['<genexpr>']

        pprint(counts)
        print(f'rec limit:      {sys.getrecursionlimit()}')
        print(f'stack size:     {stack_size}')
        print(f'adj stack size: {stack_size_plus}')
        sys.exit()

f()

以下是一些sum_every_n值的结果:

$ ./rec3.py 1
Counter({'f': 333, '<genexpr>': 332, '<module>': 1})
rec limit:      1000
stack size:     666
adj stack size: 998

$ ./rec3.py 2
Counter({'f': 499, '<genexpr>': 249, '<module>': 1})
rec limit:      1000
stack size:     749
adj stack size: 998

$ ./rec3.py 3
Counter({'f': 599, '<genexpr>': 200, '<module>': 1})
rec limit:      1000
stack size:     800
adj stack size: 1000

$ ./rec3.py 4
Counter({'f': 665, '<genexpr>': 166, '<module>': 1})
rec limit:      1000
stack size:     832
adj stack size: 998

看起来生成器确实向堆栈添加了一个函数调用,但每个生成器表达式也算作调用堆栈上的两个函数。这解释了你最初问题中的比率。虽然不知道为什么会这样,但我欢迎任何可能的解释!

z9zf31ra

z9zf31ra3#

这是一个有趣的行为,我没有找到问题的根源,但我仍然想分享一些我写的日志代码,可能会帮助其他人找到问题:

m = {0:0, 1:1}
def f(n, depth=0):
 print(f"{'  '*depth}f({n})")
 if n not in m:
  print(f"{'  '*depth}Computing f({n-1}) + f({n-2})")
  m[n] = sum(f(n - i, depth+1) for i in [1, 2])
 else:
  print(f"{'  '*depth}Already computed f({n})")
 return m[n]

print("Testing the version with the iterator, call stack is:")
f(10)

m = {0:0, 1:1}
def g(n, depth=0):
 print(f"{'  '*depth}g({n})")
 if n not in m:
  print(f"{'  '*depth}Computing g({n-1}) + g({n-2})")
  m[n] = g(n - 1, depth+1) + g(n - 2, depth+1)
 else:
  print(f"{'  '*depth}Already computed g({n})")
 return m[n]

print("Testing the version with the normal sum, call stack is:")
g(10)

输出为:

Testing the version with the iterator, call stack is:
f(10)
Computing f(9) + f(8)
  f(9)
  Computing f(8) + f(7)
    f(8)
    Computing f(7) + f(6)
      f(7)
      Computing f(6) + f(5)
        f(6)
        Computing f(5) + f(4)
          f(5)
          Computing f(4) + f(3)
            f(4)
            Computing f(3) + f(2)
              f(3)
              Computing f(2) + f(1)
                f(2)
                Computing f(1) + f(0)
                  f(1)
                  Already computed f(1)
                  f(0)
                  Already computed f(0)
                f(1)
                Already computed f(1)
              f(2)
              Already computed f(2)
            f(3)
            Already computed f(3)
          f(4)
          Already computed f(4)
        f(5)
        Already computed f(5)
      f(6)
      Already computed f(6)
    f(7)
    Already computed f(7)
  f(8)
  Already computed f(8)
Testing the version with the normal sum, call stack is:
g(10)
Computing g(9) + g(8)
  g(9)
  Computing g(8) + g(7)
    g(8)
    Computing g(7) + g(6)
      g(7)
      Computing g(6) + g(5)
        g(6)
        Computing g(5) + g(4)
          g(5)
          Computing g(4) + g(3)
            g(4)
            Computing g(3) + g(2)
              g(3)
              Computing g(2) + g(1)
                g(2)
                Computing g(1) + g(0)
                  g(1)
                  Already computed g(1)
                  g(0)
                  Already computed g(0)
                g(1)
                Already computed g(1)
              g(2)
              Already computed g(2)
            g(3)
            Already computed g(3)
          g(4)
          Already computed g(4)
        g(5)
        Already computed g(5)
      g(6)
      Already computed g(6)
    g(7)
    Already computed g(7)
  g(8)
  Already computed g(8)

我的Python版本是3.8.15,你应该尝试运行这段代码,看看输出是否与你的Python版本相同。
在我的Python版本中,我达到了f(333)g(997)的递归限制
编辑:感谢John Kugelman,我越来越接近答案了,代码如下:

import time
import inspect

m = {0:0, 1:1}
def f(n, depth=0):
    # fraction part of time
 print(f"{'  '*depth}f({n})")
 if n not in m:
  print(f"{'  '*depth}Computing f({n-1}) + f({n-2})")
  m[n] = sum(f(n - i, depth+1) for i in [1, 2])
 else:
  print(f"{'  '*depth}Already computed f({n})")
 print(f"{'  '*depth}Returning {m[n]}")
 print(f"{'  '*depth}Call stack has length {len(inspect.stack())} and is: {[x.function for x in inspect.stack()]}")
 return m[n]

print("Testing the version with the iterator, call stack is:")
start = time.time()
f(10)

m = {0:0, 1:1}
def g(n, depth=0):
 print(f"{'  '*depth}g({n})")
 if n not in m:
  print(f"{'  '*depth}Computing g({n-1}) + g({n-2})")
  m[n] = g(n - 1, depth+1) + g(n - 2, depth+1)
 else:
  print(f"{'  '*depth}Already computed g({n})")
 print(f"{'  '*depth}Returning {m[n]}")
 print(f"{'  '*depth}Call stack has length {len(inspect.stack())} and is: {[x.function for x in inspect.stack()]}")
 return m[n]

print("Testing the version with the normal sum, call stack is:")
g(10)

import sys
print(sys.version)

输出为:

Testing the version with the iterator, call stack is:
f(10)
Computing f(9) + f(8)
  f(9)
  Computing f(8) + f(7)
    f(8)
    Computing f(7) + f(6)
      f(7)
      Computing f(6) + f(5)
        f(6)
        Computing f(5) + f(4)
          f(5)
          Computing f(4) + f(3)
            f(4)
            Computing f(3) + f(2)
              f(3)
              Computing f(2) + f(1)
                f(2)
                Computing f(1) + f(0)
                  f(1)
                  Already computed f(1)
                  Returning 1
                  Call stack has length 20 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
                  f(0)
                  Already computed f(0)
                  Returning 0
                  Call stack has length 20 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
                Returning 1
                Call stack has length 18 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
                f(1)
                Already computed f(1)
                Returning 1
                Call stack has length 18 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
              Returning 2
              Call stack has length 16 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
              f(2)
              Already computed f(2)
              Returning 1
              Call stack has length 16 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
            Returning 3
            Call stack has length 14 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
            f(3)
            Already computed f(3)
            Returning 2
            Call stack has length 14 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
          Returning 5
          Call stack has length 12 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
          f(4)
          Already computed f(4)
          Returning 3
          Call stack has length 12 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
        Returning 8
        Call stack has length 10 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
        f(5)
        Already computed f(5)
        Returning 5
        Call stack has length 10 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
      Returning 13
      Call stack has length 8 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
      f(6)
      Already computed f(6)
      Returning 8
      Call stack has length 8 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
    Returning 21
    Call stack has length 6 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
    f(7)
    Already computed f(7)
    Returning 13
    Call stack has length 6 and is: ['f', '<genexpr>', 'f', '<genexpr>', 'f', '<module>']
  Returning 34
  Call stack has length 4 and is: ['f', '<genexpr>', 'f', '<module>']
  f(8)
  Already computed f(8)
  Returning 21
  Call stack has length 4 and is: ['f', '<genexpr>', 'f', '<module>']
Returning 55
Call stack has length 2 and is: ['f', '<module>']
Testing the version with the normal sum, call stack is:
g(10)
Computing g(9) + g(8)
  g(9)
  Computing g(8) + g(7)
    g(8)
    Computing g(7) + g(6)
      g(7)
      Computing g(6) + g(5)
        g(6)
        Computing g(5) + g(4)
          g(5)
          Computing g(4) + g(3)
            g(4)
            Computing g(3) + g(2)
              g(3)
              Computing g(2) + g(1)
                g(2)
                Computing g(1) + g(0)
                  g(1)
                  Already computed g(1)
                  Returning 1
                  Call stack has length 11 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
                  g(0)
                  Already computed g(0)
                  Returning 0
                  Call stack has length 11 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
                Returning 1
                Call stack has length 10 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
                g(1)
                Already computed g(1)
                Returning 1
                Call stack has length 10 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
              Returning 2
              Call stack has length 9 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
              g(2)
              Already computed g(2)
              Returning 1
              Call stack has length 9 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
            Returning 3
            Call stack has length 8 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
            g(3)
            Already computed g(3)
            Returning 2
            Call stack has length 8 and is: ['g', 'g', 'g', 'g', 'g', 'g', 'g', '<module>']
          Returning 5
          Call stack has length 7 and is: ['g', 'g', 'g', 'g', 'g', 'g', '<module>']
          g(4)
          Already computed g(4)
          Returning 3
          Call stack has length 7 and is: ['g', 'g', 'g', 'g', 'g', 'g', '<module>']
        Returning 8
        Call stack has length 6 and is: ['g', 'g', 'g', 'g', 'g', '<module>']
        g(5)
        Already computed g(5)
        Returning 5
        Call stack has length 6 and is: ['g', 'g', 'g', 'g', 'g', '<module>']
      Returning 13
      Call stack has length 5 and is: ['g', 'g', 'g', 'g', '<module>']
      g(6)
      Already computed g(6)
      Returning 8
      Call stack has length 5 and is: ['g', 'g', 'g', 'g', '<module>']
    Returning 21
    Call stack has length 4 and is: ['g', 'g', 'g', '<module>']
    g(7)
    Already computed g(7)
    Returning 13
    Call stack has length 4 and is: ['g', 'g', 'g', '<module>']
  Returning 34
  Call stack has length 3 and is: ['g', 'g', '<module>']
  g(8)
  Already computed g(8)
  Returning 21
  Call stack has length 3 and is: ['g', 'g', '<module>']
Returning 55
Call stack has length 2 and is: ['g', '<module>']
3.8.15 (default, Nov 24 2022, 15:19:38) 
[GCC 11.2.0]

所以问题是生成器表达式被放在调用堆栈上,占用了实际递归函数可以使用的空间。现在研究一下为什么生成器表达式被放在堆栈上,就像它是一个函数一样,这将是很有趣的。

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