Reputation: 26467
I've been using Python for some time already and today while reading the following code snippet:
>>> a = (1,2)
>>> a += (3,4)
>>> a
(1, 2, 3, 4)
I asked myself a question: how come python tuples are immutable and I can use an +=
operator on them (or, more generally, why can I modify a tuple)? And I couldn't answer myself.
I get the idea of immutability, and, although they're not as popular as lists, tuples are useful in python. But being immutable and being able to modify length seems contradictory to me...
Upvotes: 14
Views: 6996
Reputation: 12438
Adding some context on top of veedrac's answer.
When using augmented assignment operators with sequences (+=
or *=
), the special/dunder methods __iadd__
(in-place addition) or __imult__
(in-place multiplication) will be called respectively for +=
or *=
. Those methods are implemented for list
but not for tuple
. If those methods are not implemented Python will fall back on the __add__
or __mult__
which both return a new object.
Those are the dunder methods being called when directly calling the +
or *
operator on list or tuple. (l3 = l1 + l2
where l1
and l2
are lists or t2 = t1 * 2
for t2
being a tuple)
This explains the difference of behavior between:
>>> tup = (1, 2, 3)
>>> id(tup)
140153476307856
>>> tup += (4, 5)
>>> id(tup)
140153479825840
>>> lst = [1, 2, 3]
>>> id(lst)
140153476247704
>>> lst += [4, 5]
>>> id(lst)
140153476247704
Please note that using those operations on tuple in a loop is inefficient because the interpreter has to copy whole target object first before doing the concatenation and returning a new object, which isn't the case when the operation is done in-place.
import time
start_time = time.time()
l1 = [1, 2, 3]
l2 = [4, 5]
for _ in range(100000):
l1 += l2
print("--- list: %s seconds ---" % (time.time() - start_time))
start_time = time.time()
t1 = (1, 2, 3)
t2 = (4, 5)
for _ in range(100000):
t1 += t2
print("--- tuple: %s seconds ---" % (time.time() - start_time))
gives as output:
--- list: 0.0055124759674072266 seconds ---
--- tuple: 20.920572996139526 seconds ---
Upvotes: 1
Reputation: 251378
Whether +=
modifies the object in-place or not is up to the object. With a tuple, you aren't modifying the object, as you can see if you create another variable pointing to the same object:
>>> x = (1, 2)
>>> y = x
>>> x += (3, 4)
>>> y
(1, 2)
With mutable objects such as lists, you will see that the value changes, showing up under all its names:
>>> x = [1, 2]
>>> y = x
>>> x += [3, 4]
>>> y
[1, 2, 3, 4]
Upvotes: 7
Reputation: 1787
you are not modifying it, you created a new tuple and changed the content of the a
variable
try a[0] = a[0] + 1
to see the immutability
Upvotes: 3
Reputation: 60147
5
is immutable, too. When you have an immutable data structure, a += b
is equivalent to a = a + b
, so a new number, tuple or whatever is created.
When doing this with mutable structures, the structure is changed.
Example:
>>> tup = (1, 2, 3)
>>> id(tup)
140153476307856
>>> tup += (4, 5)
>>> id(tup)
140153479825840
See how the id
changed? That means it's a different object.
Now with a list
, which is mutable:
>>> lst = [1, 2, 3]
>>> id(lst)
140153476247704
>>> lst += [4, 5]
>>> id(lst)
140153476247704
The id
says the same.
Upvotes: 39