What is the point of lambda in Python?
python - How are lambdas useful? - Stack Overflow
can someone explain lambda to a beginner?
Lambda function
I understand what the lambda function is, its an anonymous function in one line, however why using it, and what really is it? I mean every code I looked at, has it and don't forget map() reduce and filter() function are used with it, what are all these used for and why, I did my research but I still don't understand, (I have a baby's brain 🧠 y'all)
I was wondering what was the use of this feature, so I googled it and found a StackOverflow post where a user shows several examples of how the lambda function could be used. However, all of these seems to be easily replaceable by normal variable attributions, e.g.:
lambda x: x**2 + 2*x - 5
could be replaced by
x = x**2 + 2*x-5
So why do we use lambda and when?
Are you talking about lambda expressions? Like
lambda x: x**2 + 2*x - 5
Those things are actually quite useful. Python supports a style of programming called functional programming where you can pass functions to other functions to do stuff. Example:
mult3 = filter(lambda x: x % 3 == 0, [1, 2, 3, 4, 5, 6, 7, 8, 9])
sets mult3 to [3, 6, 9], those elements of the original list that are multiples of 3. This is shorter (and, one could argue, clearer) than
def filterfunc(x):
return x % 3 == 0
mult3 = filter(filterfunc, [1, 2, 3, 4, 5, 6, 7, 8, 9])
Of course, in this particular case, you could do the same thing as a list comprehension:
mult3 = [x for x in [1, 2, 3, 4, 5, 6, 7, 8, 9] if x % 3 == 0]
(or even as range(3,10,3)), but there are many other, more sophisticated use cases where you can't use a list comprehension and a lambda function may be the shortest way to write something out.
Returning a function from another function
>>> def transform(n): ... return lambda x: x + n ... >>> f = transform(3) >>> f(4) 7This is often used to create function wrappers, such as Python's decorators.
Combining elements of an iterable sequence with
reduce()>>> reduce(lambda a, b: '{}, {}'.format(a, b), [1, 2, 3, 4, 5, 6, 7, 8, 9]) '1, 2, 3, 4, 5, 6, 7, 8, 9'Sorting by an alternate key
>>> sorted([1, 2, 3, 4, 5, 6, 7, 8, 9], key=lambda x: abs(5-x)) [5, 4, 6, 3, 7, 2, 8, 1, 9]
I use lambda functions on a regular basis. It took me a while to get used to them, but eventually I came to understand that they're a very valuable part of the language.
lambda is just a fancy way of saying function. Other than its name, there is nothing obscure, intimidating or cryptic about it. When you read the following line, replace lambda by function in your mind:
>>> f = lambda x: x + 1
>>> f(3)
4
It just defines a function of x. Some other languages, like R, say it explicitly:
> f = function(x) { x + 1 }
> f(3)
4
You see? It's one of the most natural things to do in programming.