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Let's try a simple generator:
>>> def f():
... yield 1
... yield 2
>>> for i in f():
... print(i)
1
2
>>> g = f()
>>> next(g)
1
>>> next(g)
2
"Falling off the end" stops the generator:
>>> next(g)
Traceback (most recent call last):
File "<stdin>", line 1, in ?
File "<stdin>", line 2, in g
StopIteration
"return" also stops the generator:
>>> def f():
... yield 1
... return
... yield 2 # never reached
...
>>> g = f()
>>> next(g)
1
>>> next(g)
Traceback (most recent call last):
File "<stdin>", line 1, in ?
File "<stdin>", line 3, in f
StopIteration
>>> next(g) # once stopped, can't be resumed
Traceback (most recent call last):
File "<stdin>", line 1, in ?
StopIteration
However, "return" and StopIteration are not exactly equivalent:
>>> def g1():
... try:
... return
... except:
... yield 1
...
>>> list(g1())
[]
>>> def g2():
... try:
... raise StopIteration
... except:
... yield 42
>>> print(list(g2()))
[42]
This may be surprising at first:
>>> def g3():
... try:
... return
... finally:
... yield 1
...
>>> list(g3())
[1]
Let's create an alternate range() function implemented as a generator:
>>> def yrange(n):
... for i in range(n):
... yield i
...
>>> list(yrange(5))
[0, 1, 2, 3, 4]
Generators always return to the most recent caller:
>>> def creator():
... r = yrange(5)
... print("creator", next(r))
... return r
...
>>> def caller():
... r = creator()
... for i in r:
... print("caller", i)
...
>>> caller()
creator 0
caller 1
caller 2
caller 3
caller 4
Generators can call other generators:
>>> def zrange(n):
... for i in yrange(n):
... yield i
...
>>> list(zrange(5))
[0, 1, 2, 3, 4]
a�
Specification: Yield
Restriction: A generator cannot be resumed while it is actively
running:
>>> def g():
... i = next(me)
... yield i
>>> me = g()
>>> next(me)
Traceback (most recent call last):
...
File "<string>", line 2, in g
ValueError: generator already executing
Specification: Return
Note that return isn't always equivalent to raising StopIteration: the
difference lies in how enclosing try/except constructs are treated.
For example,
>>> def f1():
... try:
... return
... except:
... yield 1
>>> print(list(f1()))
[]
because, as in any function, return simply exits, but
>>> def f2():
... try:
... raise StopIteration
... except:
... yield 42
>>> print(list(f2()))
[42]
because StopIteration is captured by a bare "except", as is any
exception.
Specification: Generators and Exception Propagation
>>> def f():
... return 1//0
>>> def g():
... yield f() # the zero division exception propagates
... yield 42 # and we'll never get here
>>> k = g()
>>> next(k)
Traceback (most recent call last):
File "<stdin>", line 1, in ?
File "<stdin>", line 2, in g
File "<stdin>", line 2, in f
ZeroDivisionError: integer division or modulo by zero
>>> next(k) # and the generator cannot be resumed
Traceback (most recent call last):
File "<stdin>", line 1, in ?
StopIteration
>>>
Specification: Try/Except/Finally
>>> def f():
... try:
... yield 1
... try:
... yield 2
... 1//0
... yield 3 # never get here
... except ZeroDivisionError:
... yield 4
... yield 5
... raise
... except:
... yield 6
... yield 7 # the "raise" above stops this
... except:
... yield 8
... yield 9
... try:
... x = 12
... finally:
... yield 10
... yield 11
>>> print(list(f()))
[1, 2, 4, 5, 8, 9, 10, 11]
>>>
Guido's binary tree example.
>>> # A binary tree class.
>>> class Tree:
...
... def __init__(self, label, left=None, right=None):
... self.label = label
... self.left = left
... self.right = right
...
... def __repr__(self, level=0, indent=" "):
... s = level*indent + repr(self.label)
... if self.left:
... s = s + "\n" + self.left.__repr__(level+1, indent)
... if self.right:
... s = s + "\n" + self.right.__repr__(level+1, indent)
... return s
...
... def __iter__(self):
... return inorder(self)
>>> # Create a Tree from a list.
>>> def tree(list):
... n = len(list)
... if n == 0:
... return []
... i = n // 2
... return Tree(list[i], tree(list[:i]), tree(list[i+1:]))
>>> # Show it off: create a tree.
>>> t = tree("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
>>> # A recursive generator that generates Tree labels in in-order.
>>> def inorder(t):
... if t:
... for x in inorder(t.left):
... yield x
... yield t.label
... for x in inorder(t.right):
... yield x
>>> # Show it off: create a tree.
>>> t = tree("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
>>> # Print the nodes of the tree in in-order.
>>> for x in t:
... print(' '+x, end='')
A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
>>> # A non-recursive generator.
>>> def inorder(node):
... stack = []
... while node:
... while node.left:
... stack.append(node)
... node = node.left
... yield node.label
... while not node.right:
... try:
... node = stack.pop()
... except IndexError:
... return
... yield node.label
... node = node.right
>>> # Exercise the non-recursive generator.
>>> for x in t:
... print(' '+x, end='')
A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
a�
The difference between yielding None and returning it.
>>> def g():
... for i in range(3):
... yield None
... yield None
... return
>>> list(g())
[None, None, None, None]
Ensure that explicitly raising StopIteration acts like any other exception
in try/except, not like a return.
>>> def g():
... yield 1
... try:
... raise StopIteration
... except:
... yield 2
... yield 3
>>> list(g())
[1, 2, 3]
Next one was posted to c.l.py.
>>> def gcomb(x, k):
... "Generate all combinations of k elements from list x."
...
... if k > len(x):
... return
... if k == 0:
... yield []
... else:
... first, rest = x[0], x[1:]
... # A combination does or doesn't contain first.
... # If it does, the remainder is a k-1 comb of rest.
... for c in gcomb(rest, k-1):
... c.insert(0, first)
... yield c
... # If it doesn't contain first, it's a k comb of rest.
... for c in gcomb(rest, k):
... yield c
>>> seq = list(range(1, 5))
>>> for k in range(len(seq) + 2):
... print("%d-combs of %s:" % (k, seq))
... for c in gcomb(seq, k):
... print(" ", c)
0-combs of [1, 2, 3, 4]:
[]
1-combs of [1, 2, 3, 4]:
[1]
[2]
[3]
[4]
2-combs of [1, 2, 3, 4]:
[1, 2]
[1, 3]
[1, 4]
[2, 3]
[2, 4]
[3, 4]
3-combs of [1, 2, 3, 4]:
[1, 2, 3]
[1, 2, 4]
[1, 3, 4]
[2, 3, 4]
4-combs of [1, 2, 3, 4]:
[1, 2, 3, 4]
5-combs of [1, 2, 3, 4]:
From the Iterators list, about the types of these things.
>>> def g():
... yield 1
...
>>> type(g)
<class 'function'>
>>> i = g()
>>> type(i)
<class 'generator'>
>>> [s for s in dir(i) if not s.startswith('_')]
['close', 'gi_code', 'gi_frame', 'gi_running', 'gi_suspended', 'gi_yieldfrom', 'send', 'throw']
>>> from test.support import HAVE_DOCSTRINGS
>>> print(i.__next__.__doc__ if HAVE_DOCSTRINGS else 'Implement next(self).')
Implement next(self).
>>> iter(i) is i
True
>>> import types
>>> isinstance(i, types.GeneratorType)
True
And more, added later.
>>> i.gi_running
0
>>> type(i.gi_frame)
<class 'frame'>
>>> i.gi_running = 42
Traceback (most recent call last):
...
AttributeError: attribute 'gi_running' of 'generator' objects is not writable
>>> def g():
... yield me.gi_running
>>> me = g()
>>> me.gi_running
0
>>> next(me)
1
>>> me.gi_running
0
A clever union-find implementation from c.l.py, due to David Eppstein.
Sent: Friday, June 29, 2001 12:16 PM
To: python-list@python.org
Subject: Re: PEP 255: Simple Generators
>>> class disjointSet:
... def __init__(self, name):
... self.name = name
... self.parent = None
... self.generator = self.generate()
...
... def generate(self):
... while not self.parent:
... yield self
... for x in self.parent.generator:
... yield x
...
... def find(self):
... return next(self.generator)
...
... def union(self, parent):
... if self.parent:
... raise ValueError("Sorry, I'm not a root!")
... self.parent = parent
...
... def __str__(self):
... return self.name
>>> names = "ABCDEFGHIJKLM"
>>> sets = [disjointSet(name) for name in names]
>>> roots = sets[:]
>>> import random
>>> gen = random.Random(42)
>>> while 1:
... for s in sets:
... print(" %s->%s" % (s, s.find()), end='')
... print()
... if len(roots) > 1:
... s1 = gen.choice(roots)
... roots.remove(s1)
... s2 = gen.choice(roots)
... s1.union(s2)
... print("merged", s1, "into", s2)
... else:
... break
A->A B->B C->C D->D E->E F->F G->G H->H I->I J->J K->K L->L M->M
merged K into B
A->A B->B C->C D->D E->E F->F G->G H->H I->I J->J K->B L->L M->M
merged A into F
A->F B->B C->C D->D E->E F->F G->G H->H I->I J->J K->B L->L M->M
merged E into F
A->F B->B C->C D->D E->F F->F G->G H->H I->I J->J K->B L->L M->M
merged D into C
A->F B->B C->C D->C E->F F->F G->G H->H I->I J->J K->B L->L M->M
merged M into C
A->F B->B C->C D->C E->F F->F G->G H->H I->I J->J K->B L->L M->C
merged J into B
A->F B->B C->C D->C E->F F->F G->G H->H I->I J->B K->B L->L M->C
merged B into C
A->F B->C C->C D->C E->F F->F G->G H->H I->I J->C K->C L->L M->C
merged F into G
A->G B->C C->C D->C E->G F->G G->G H->H I->I J->C K->C L->L M->C
merged L into C
A->G B->C C->C D->C E->G F->G G->G H->H I->I J->C K->C L->C M->C
merged G into I
A->I B->C C->C D->C E->I F->I G->I H->H I->I J->C K->C L->C M->C
merged I into H
A->H B->C C->C D->C E->H F->H G->H H->H I->H J->C K->C L->C M->C
merged C into H
A->H B->H C->H D->H E->H F->H G->H H->H I->H J->H K->H L->H M->H
a�
Build up to a recursive Sieve of Eratosthenes generator.
>>> def firstn(g, n):
... return [next(g) for i in range(n)]
>>> def intsfrom(i):
... while 1:
... yield i
... i += 1
>>> firstn(intsfrom(5), 7)
[5, 6, 7, 8, 9, 10, 11]
>>> def exclude_multiples(n, ints):
... for i in ints:
... if i % n:
... yield i
>>> firstn(exclude_multiples(3, intsfrom(1)), 6)
[1, 2, 4, 5, 7, 8]
>>> def sieve(ints):
... prime = next(ints)
... yield prime
... not_divisible_by_prime = exclude_multiples(prime, ints)
... for p in sieve(not_divisible_by_prime):
... yield p
>>> primes = sieve(intsfrom(2))
>>> firstn(primes, 20)
[2, 3, 5, 7, 11, 13, 17, 19, 23, 29, 31, 37, 41, 43, 47, 53, 59, 61, 67, 71]
Another famous problem: generate all integers of the form
2**i * 3**j * 5**k
in increasing order, where i,j,k >= 0. Trickier than it may look at first!
Try writing it without generators, and correctly, and without generating
3 internal results for each result output.
>>> def times(n, g):
... for i in g:
... yield n * i
>>> firstn(times(10, intsfrom(1)), 10)
[10, 20, 30, 40, 50, 60, 70, 80, 90, 100]
>>> def merge(g, h):
... ng = next(g)
... nh = next(h)
... while 1:
... if ng < nh:
... yield ng
... ng = next(g)
... elif ng > nh:
... yield nh
... nh = next(h)
... else:
... yield ng
... ng = next(g)
... nh = next(h)
The following works, but is doing a whale of a lot of redundant work --
it's not clear how to get the internal uses of m235 to share a single
generator. Note that me_times2 (etc) each need to see every element in the
result sequence. So this is an example where lazy lists are more natural
(you can look at the head of a lazy list any number of times).
>>> def m235():
... yield 1
... me_times2 = times(2, m235())
... me_times3 = times(3, m235())
... me_times5 = times(5, m235())
... for i in merge(merge(me_times2,
... me_times3),
... me_times5):
... yield i
Don't print "too many" of these -- the implementation above is extremely
inefficient: each call of m235() leads to 3 recursive calls, and in
turn each of those 3 more, and so on, and so on, until we've descended
enough levels to satisfy the print stmts. Very odd: when I printed 5
lines of results below, this managed to screw up Win98's malloc in "the
usual" way, i.e. the heap grew over 4Mb so Win98 started fragmenting
address space, and it *looked* like a very slow leak.
>>> result = m235()
>>> for i in range(3):
... print(firstn(result, 15))
[1, 2, 3, 4, 5, 6, 8, 9, 10, 12, 15, 16, 18, 20, 24]
[25, 27, 30, 32, 36, 40, 45, 48, 50, 54, 60, 64, 72, 75, 80]
[81, 90, 96, 100, 108, 120, 125, 128, 135, 144, 150, 160, 162, 180, 192]
Heh. Here's one way to get a shared list, complete with an excruciating
namespace renaming trick. The *pretty* part is that the times() and merge()
functions can be reused as-is, because they only assume their stream
arguments are iterable -- a LazyList is the same as a generator to times().
>>> class LazyList:
... def __init__(self, g):
... self.sofar = []
... self.fetch = g.__next__
...
... def __getitem__(self, i):
... sofar, fetch = self.sofar, self.fetch
... while i >= len(sofar):
... sofar.append(fetch())
... return sofar[i]
>>> def m235():
... yield 1
... # Gack: m235 below actually refers to a LazyList.
... me_times2 = times(2, m235)
... me_times3 = times(3, m235)
... me_times5 = times(5, m235)
... for i in merge(merge(me_times2,
... me_times3),
... me_times5):
... yield i
Print as many of these as you like -- *this* implementation is memory-
efficient.
>>> m235 = LazyList(m235())
>>> for i in range(5):
... print([m235[j] for j in range(15*i, 15*(i+1))])
[1, 2, 3, 4, 5, 6, 8, 9, 10, 12, 15, 16, 18, 20, 24]
[25, 27, 30, 32, 36, 40, 45, 48, 50, 54, 60, 64, 72, 75, 80]
[81, 90, 96, 100, 108, 120, 125, 128, 135, 144, 150, 160, 162, 180, 192]
[200, 216, 225, 240, 243, 250, 256, 270, 288, 300, 320, 324, 360, 375, 384]
[400, 405, 432, 450, 480, 486, 500, 512, 540, 576, 600, 625, 640, 648, 675]
Ye olde Fibonacci generator, LazyList style.
>>> def fibgen(a, b):
...
... def sum(g, h):
... while 1:
... yield next(g) + next(h)
...
... def tail(g):
... next(g) # throw first away
... for x in g:
... yield x
...
... yield a
... yield b
... for s in sum(iter(fib),
... tail(iter(fib))):
... yield s
>>> fib = LazyList(fibgen(1, 2))
>>> firstn(iter(fib), 17)
[1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584]
Running after your tail with itertools.tee (new in version 2.4)
The algorithms "m235" (Hamming) and Fibonacci presented above are both
examples of a whole family of FP (functional programming) algorithms
where a function produces and returns a list while the production algorithm
suppose the list as already produced by recursively calling itself.
For these algorithms to work, they must:
- produce at least a first element without presupposing the existence of
the rest of the list
- produce their elements in a lazy manner
To work efficiently, the beginning of the list must not be recomputed over
and over again. This is ensured in most FP languages as a built-in feature.
In python, we have to explicitly maintain a list of already computed results
and abandon genuine recursivity.
This is what had been attempted above with the LazyList class. One problem
with that class is that it keeps a list of all of the generated results and
therefore continually grows. This partially defeats the goal of the generator
concept, viz. produce the results only as needed instead of producing them
all and thereby wasting memory.
Thanks to itertools.tee, it is now clear "how to get the internal uses of
m235 to share a single generator".
>>> from itertools import tee
>>> def m235():
... def _m235():
... yield 1
... for n in merge(times(2, m2),
... merge(times(3, m3),
... times(5, m5))):
... yield n
... m1 = _m235()
... m2, m3, m5, mRes = tee(m1, 4)
... return mRes
>>> it = m235()
>>> for i in range(5):
... print(firstn(it, 15))
[1, 2, 3, 4, 5, 6, 8, 9, 10, 12, 15, 16, 18, 20, 24]
[25, 27, 30, 32, 36, 40, 45, 48, 50, 54, 60, 64, 72, 75, 80]
[81, 90, 96, 100, 108, 120, 125, 128, 135, 144, 150, 160, 162, 180, 192]
[200, 216, 225, 240, 243, 250, 256, 270, 288, 300, 320, 324, 360, 375, 384]
[400, 405, 432, 450, 480, 486, 500, 512, 540, 576, 600, 625, 640, 648, 675]
The "tee" function does just what we want. It internally keeps a generated
result for as long as it has not been "consumed" from all of the duplicated
iterators, whereupon it is deleted. You can therefore print the hamming
sequence during hours without increasing memory usage, or very little.
The beauty of it is that recursive running-after-their-tail FP algorithms
are quite straightforwardly expressed with this Python idiom.
Ye olde Fibonacci generator, tee style.
>>> def fib():
...
... def _isum(g, h):
... while 1:
... yield next(g) + next(h)
...
... def _fib():
... yield 1
... yield 2
... next(fibTail) # throw first away
... for res in _isum(fibHead, fibTail):
... yield res
...
... realfib = _fib()
... fibHead, fibTail, fibRes = tee(realfib, 3)
... return fibRes
>>> firstn(fib(), 17)
[1, 2, 3, 5, 8, 13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584]
a
These are fine:
>>> def f():
... yield 1
... return
>>> def f():
... try:
... yield 1
... finally:
... pass
>>> def f():
... try:
... try:
... 1//0
... except ZeroDivisionError:
... yield 666
... except:
... pass
... finally:
... pass
>>> def f():
... try:
... try:
... yield 12
... 1//0
... except ZeroDivisionError:
... yield 666
... except:
... try:
... x = 12
... finally:
... yield 12
... except:
... return
>>> list(f())
[12, 666]
>>> def f():
... yield
>>> type(f())
<class 'generator'>
>>> def f():
... if 0:
... yield
>>> type(f())
<class 'generator'>
>>> def f():
... if 0:
... yield 1
>>> type(f())
<class 'generator'>
>>> def f():
... if "":
... yield None
>>> type(f())
<class 'generator'>
>>> def f():
... return
... try:
... if x==4:
... pass
... elif 0:
... try:
... 1//0
... except SyntaxError:
... pass
... else:
... if 0:
... while 12:
... x += 1
... yield 2 # don't blink
... f(a, b, c, d, e)
... else:
... pass
... except:
... x = 1
... return
>>> type(f())
<class 'generator'>
>>> def f():
... if 0:
... def g():
... yield 1
...
>>> type(f())
<class 'NoneType'>
>>> def f():
... if 0:
... class C:
... def __init__(self):
... yield 1
... def f(self):
... yield 2
>>> type(f())
<class 'NoneType'>
>>> def f():
... if 0:
... return
... if 0:
... yield 2
>>> type(f())
<class 'generator'>
This one caused a crash (see SF bug 567538):
>>> def f():
... for i in range(3):
... try:
... continue
... finally:
... yield i
...
>>> g = f()
>>> print(next(g))
0
>>> print(next(g))
1
>>> print(next(g))
2
>>> print(next(g))
Traceback (most recent call last):
StopIteration
Test the gi_code attribute
>>> def f():
... yield 5
...
>>> g = f()
>>> g.gi_code is f.__code__
True
>>> next(g)
5
>>> next(g)
Traceback (most recent call last):
StopIteration
>>> g.gi_code is f.__code__
True
Test the __name__ attribute and the repr()
>>> def f():
... yield 5
...
>>> g = f()
>>> g.__name__
'f'
>>> repr(g) # doctest: +ELLIPSIS
'<generator object f at ...>'
Lambdas shouldn't have their usual return behavior.
>>> x = lambda: (yield 1)
>>> list(x())
[1]
>>> x = lambda: ((yield 1), (yield 2))
>>> list(x())
[1, 2]
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Generate the 3-bit binary numbers in order. This illustrates dumbest-
possible use of conjoin, just to generate the full cross-product.
>>> for c in conjoin([lambda: iter((0, 1))] * 3):
... print(c)
[0, 0, 0]
[0, 0, 1]
[0, 1, 0]
[0, 1, 1]
[1, 0, 0]
[1, 0, 1]
[1, 1, 0]
[1, 1, 1]
For efficiency in typical backtracking apps, conjoin() yields the same list
object each time. So if you want to save away a full account of its
generated sequence, you need to copy its results.
>>> def gencopy(iterator):
... for x in iterator:
... yield x[:]
>>> for n in range(10):
... all = list(gencopy(conjoin([lambda: iter((0, 1))] * n)))
... print(n, len(all), all[0] == [0] * n, all[-1] == [1] * n)
0 1 True True
1 2 True True
2 4 True True
3 8 True True
4 16 True True
5 32 True True
6 64 True True
7 128 True True
8 256 True True
9 512 True True
And run an 8-queens solver.
>>> q = Queens(8)
>>> LIMIT = 2
>>> count = 0
>>> for row2col in q.solve():
... count += 1
... if count <= LIMIT:
... print("Solution", count)
... q.printsolution(row2col)
Solution 1
+-+-+-+-+-+-+-+-+
|Q| | | | | | | |
+-+-+-+-+-+-+-+-+
| | | | |Q| | | |
+-+-+-+-+-+-+-+-+
| | | | | | | |Q|
+-+-+-+-+-+-+-+-+
| | | | | |Q| | |
+-+-+-+-+-+-+-+-+
| | |Q| | | | | |
+-+-+-+-+-+-+-+-+
| | | | | | |Q| |
+-+-+-+-+-+-+-+-+
| |Q| | | | | | |
+-+-+-+-+-+-+-+-+
| | | |Q| | | | |
+-+-+-+-+-+-+-+-+
Solution 2
+-+-+-+-+-+-+-+-+
|Q| | | | | | | |
+-+-+-+-+-+-+-+-+
| | | | | |Q| | |
+-+-+-+-+-+-+-+-+
| | | | | | | |Q|
+-+-+-+-+-+-+-+-+
| | |Q| | | | | |
+-+-+-+-+-+-+-+-+
| | | | | | |Q| |
+-+-+-+-+-+-+-+-+
| | | |Q| | | | |
+-+-+-+-+-+-+-+-+
| |Q| | | | | | |
+-+-+-+-+-+-+-+-+
| | | | |Q| | | |
+-+-+-+-+-+-+-+-+
>>> print(count, "solutions in all.")
92 solutions in all.
And run a Knight's Tour on a 10x10 board. Note that there are about
20,000 solutions even on a 6x6 board, so don't dare run this to exhaustion.
>>> k = Knights(10, 10)
>>> LIMIT = 2
>>> count = 0
>>> for x in k.solve():
... count += 1
... if count <= LIMIT:
... print("Solution", count)
... k.printsolution(x)
... else:
... break
Solution 1
+---+---+---+---+---+---+---+---+---+---+
| 1| 58| 27| 34| 3| 40| 29| 10| 5| 8|
+---+---+---+---+---+---+---+---+---+---+
| 26| 35| 2| 57| 28| 33| 4| 7| 30| 11|
+---+---+---+---+---+---+---+---+---+---+
| 59|100| 73| 36| 41| 56| 39| 32| 9| 6|
+---+---+---+---+---+---+---+---+---+---+
| 74| 25| 60| 55| 72| 37| 42| 49| 12| 31|
+---+---+---+---+---+---+---+---+---+---+
| 61| 86| 99| 76| 63| 52| 47| 38| 43| 50|
+---+---+---+---+---+---+---+---+---+---+
| 24| 75| 62| 85| 54| 71| 64| 51| 48| 13|
+---+---+---+---+---+---+---+---+---+---+
| 87| 98| 91| 80| 77| 84| 53| 46| 65| 44|
+---+---+---+---+---+---+---+---+---+---+
| 90| 23| 88| 95| 70| 79| 68| 83| 14| 17|
+---+---+---+---+---+---+---+---+---+---+
| 97| 92| 21| 78| 81| 94| 19| 16| 45| 66|
+---+---+---+---+---+---+---+---+---+---+
| 22| 89| 96| 93| 20| 69| 82| 67| 18| 15|
+---+---+---+---+---+---+---+---+---+---+
Solution 2
+---+---+---+---+---+---+---+---+---+---+
| 1| 58| 27| 34| 3| 40| 29| 10| 5| 8|
+---+---+---+---+---+---+---+---+---+---+
| 26| 35| 2| 57| 28| 33| 4| 7| 30| 11|
+---+---+---+---+---+---+---+---+---+---+
| 59|100| 73| 36| 41| 56| 39| 32| 9| 6|
+---+---+---+---+---+---+---+---+---+---+
| 74| 25| 60| 55| 72| 37| 42| 49| 12| 31|
+---+---+---+---+---+---+---+---+---+---+
| 61| 86| 99| 76| 63| 52| 47| 38| 43| 50|
+---+---+---+---+---+---+---+---+---+---+
| 24| 75| 62| 85| 54| 71| 64| 51| 48| 13|
+---+---+---+---+---+---+---+---+---+---+
| 87| 98| 89| 80| 77| 84| 53| 46| 65| 44|
+---+---+---+---+---+---+---+---+---+---+
| 90| 23| 92| 95| 70| 79| 68| 83| 14| 17|
+---+---+---+---+---+---+---+---+---+---+
| 97| 88| 21| 78| 81| 94| 19| 16| 45| 66|
+---+---+---+---+---+---+---+---+---+---+
| 22| 91| 96| 93| 20| 69| 82| 67| 18| 15|
+---+---+---+---+---+---+---+---+---+---+
aM Generators are weakly referencable:
>>> import weakref
>>> def gen():
... yield 'foo!'
...
>>> wr = weakref.ref(gen)
>>> wr() is gen
True
>>> p = weakref.proxy(gen)
Generator-iterators are weakly referencable as well:
>>> gi = gen()
>>> wr = weakref.ref(gi)
>>> wr() is gi
True
>>> p = weakref.proxy(gi)
>>> list(p)
['foo!']
a� >>> from test.support import gc_collect
Sending a value into a started generator:
>>> def f():
... print((yield 1))
... yield 2
>>> g = f()
>>> next(g)
1
>>> g.send(42)
42
2
Sending a value into a new generator produces a TypeError:
>>> f().send("foo")
Traceback (most recent call last):
...
TypeError: can't send non-None value to a just-started generator
Yield by itself yields None:
>>> def f(): yield
>>> list(f())
[None]
Yield is allowed only in the outermost iterable in generator expression:
>>> def f(): list(i for i in [(yield 26)])
>>> type(f())
<class 'generator'>
A yield expression with augmented assignment.
>>> def coroutine(seq):
... count = 0
... while count < 200:
... count += yield
... seq.append(count)
>>> seq = []
>>> c = coroutine(seq)
>>> next(c)
>>> print(seq)
[]
>>> c.send(10)
>>> print(seq)
[10]
>>> c.send(10)
>>> print(seq)
[10, 20]
>>> c.send(10)
>>> print(seq)
[10, 20, 30]
Check some syntax errors for yield expressions:
>>> f=lambda: (yield 1),(yield 2)
Traceback (most recent call last):
...
SyntaxError: 'yield' outside function
>>> def f(): x = yield = y
Traceback (most recent call last):
...
SyntaxError: assignment to yield expression not possible
>>> def f(): (yield bar) = y
Traceback (most recent call last):
...
SyntaxError: cannot assign to yield expression here. Maybe you meant '==' instead of '='?
>>> def f(): (yield bar) += y
Traceback (most recent call last):
...
SyntaxError: 'yield expression' is an illegal expression for augmented assignment
Now check some throw() conditions:
>>> def f():
... while True:
... try:
... print((yield))
... except ValueError as v:
... print("caught ValueError (%s)" % (v))
>>> import sys
>>> g = f()
>>> next(g)
>>> g.throw(ValueError) # type only
caught ValueError ()
>>> g.throw(ValueError("xyz")) # value only
caught ValueError (xyz)
>>> import warnings
>>> old_filters = warnings.filters.copy()
>>> warnings.filterwarnings("ignore", category=DeprecationWarning)
# Filter DeprecationWarning: regarding the (type, val, tb) signature of throw().
# Deprecation warnings are re-enabled below.
>>> g.throw(ValueError, ValueError(1)) # value+matching type
caught ValueError (1)
>>> g.throw(ValueError, TypeError(1)) # mismatched type, rewrapped
caught ValueError (1)
>>> g.throw(ValueError, ValueError(1), None) # explicit None traceback
caught ValueError (1)
>>> g.throw(ValueError(1), "foo") # bad args
Traceback (most recent call last):
...
TypeError: instance exception may not have a separate value
>>> g.throw(ValueError, "foo", 23) # bad args
Traceback (most recent call last):
...
TypeError: throw() third argument must be a traceback object
>>> g.throw("abc")
Traceback (most recent call last):
...
TypeError: exceptions must be classes or instances deriving from BaseException, not str
>>> g.throw(0)
Traceback (most recent call last):
...
TypeError: exceptions must be classes or instances deriving from BaseException, not int
>>> g.throw(list)
Traceback (most recent call last):
...
TypeError: exceptions must be classes or instances deriving from BaseException, not type
>>> def throw(g,exc):
... try:
... raise exc
... except:
... g.throw(*sys.exc_info())
>>> throw(g,ValueError) # do it with traceback included
caught ValueError ()
>>> g.send(1)
1
>>> throw(g,TypeError) # terminate the generator
Traceback (most recent call last):
...
TypeError
>>> print(g.gi_frame)
None
>>> g.send(2)
Traceback (most recent call last):
...
StopIteration
>>> g.throw(ValueError,6) # throw on closed generator
Traceback (most recent call last):
...
ValueError: 6
>>> f().throw(ValueError,7) # throw on just-opened generator
Traceback (most recent call last):
...
ValueError: 7
>>> warnings.filters[:] = old_filters
# Re-enable DeprecationWarning: the (type, val, tb) exception representation is deprecated,
# and may be removed in a future version of Python.
Plain "raise" inside a generator should preserve the traceback (#13188).
The traceback should have 3 levels:
- g.throw()
- f()
- 1/0
>>> def f():
... try:
... yield
... except:
... raise
>>> g = f()
>>> try:
... 1/0
... except ZeroDivisionError as v:
... try:
... g.throw(v)
... except Exception as w:
... tb = w.__traceback__
>>> levels = 0
>>> while tb:
... levels += 1
... tb = tb.tb_next
>>> levels
3
Now let's try closing a generator:
>>> def f():
... try: yield
... except GeneratorExit:
... print("exiting")
>>> g = f()
>>> next(g)
>>> g.close()
exiting
>>> g.close() # should be no-op now
>>> f().close() # close on just-opened generator should be fine
>>> def f(): yield # an even simpler generator
>>> f().close() # close before opening
>>> g = f()
>>> next(g)
>>> g.close() # close normally
And finalization:
>>> def f():
... try: yield
... finally:
... print("exiting")
>>> g = f()
>>> next(g)
>>> del g; gc_collect() # For PyPy or other GCs.
exiting
GeneratorExit is not caught by except Exception:
>>> def f():
... try: yield
... except Exception:
... print('except')
... finally:
... print('finally')
>>> g = f()
>>> next(g)
>>> del g; gc_collect() # For PyPy or other GCs.
finally
Now let's try some ill-behaved generators:
>>> def f():
... try: yield
... except GeneratorExit:
... yield "foo!"
>>> g = f()
>>> next(g)
>>> g.close()
Traceback (most recent call last):
...
RuntimeError: generator ignored GeneratorExit
>>> g.close()
Our ill-behaved code should be invoked during GC:
>>> with support.catch_unraisable_exception() as cm:
... g = f()
... next(g)
... del g
...
... cm.unraisable.exc_type == RuntimeError
... "generator ignored GeneratorExit" in str(cm.unraisable.exc_value)
... cm.unraisable.exc_traceback is not None
True
True
True
And errors thrown during closing should propagate:
>>> def f():
... try: yield
... except GeneratorExit:
... raise TypeError("fie!")
>>> g = f()
>>> next(g)
>>> g.close()
Traceback (most recent call last):
...
TypeError: fie!
Ensure that various yield expression constructs make their
enclosing function a generator:
>>> def f(): x += yield
>>> type(f())
<class 'generator'>
>>> def f(): x = yield
>>> type(f())
<class 'generator'>
>>> def f(): lambda x=(yield): 1
>>> type(f())
<class 'generator'>
>>> def f(d): d[(yield "a")] = d[(yield "b")] = 27
>>> data = [1,2]
>>> g = f(data)
>>> type(g)
<class 'generator'>
>>> g.send(None)
'a'
>>> data
[1, 2]
>>> g.send(0)
'b'
>>> data
[27, 2]
>>> try: g.send(1)
... except StopIteration: pass
>>> data
[27, 27]
ak
Prior to adding cycle-GC support to itertools.tee, this code would leak
references. We add it to the standard suite so the routine refleak-tests
would trigger if it starts being uncleanable again.
>>> import itertools
>>> def leak():
... class gen:
... def __iter__(self):
... return self
... def __next__(self):
... return self.item
... g = gen()
... head, tail = itertools.tee(g)
... g.item = head
... return head
>>> it = leak()
Make sure to also test the involvement of the tee-internal teedataobject,
which stores returned items.
>>> item = next(it)
This test leaked at one point due to generator finalization/destruction.
It was copied from Lib/test/leakers/test_generator_cycle.py before the file
was removed.
>>> def leak():
... def gen():
... while True:
... yield g
... g = gen()
>>> leak()
This test isn't really generator related, but rather exception-in-cleanup
related. The coroutine tests (above) just happen to cause an exception in
the generator's __del__ (tp_del) method. We can also test for this
explicitly, without generators. We do have to redirect stderr to avoid
printing warnings and to doublecheck that we actually tested what we wanted
to test.
>>> from test import support
>>> class Leaker:
... def __del__(self):
... def invoke(message):
... raise RuntimeError(message)
... invoke("del failed")
...
>>> with support.catch_unraisable_exception() as cm:
... l = Leaker()
... del l
...
... cm.unraisable.object == Leaker.__del__
... cm.unraisable.exc_type == RuntimeError
... str(cm.unraisable.exc_value) == "del failed"
... cm.unraisable.exc_traceback is not None
True
True
True
True
These refleak tests should perhaps be in a testfile of their own,
test_generators just happened to be the test that drew these out.
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