What exactly is "lambda" in Python? - Stack Overflow
I still don't understand the benefit of lambda functions
python - How are lambdas useful? - Stack Overflow
can someone explain lambda to a beginner?
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Lambda is more of a concept or programming technique then anything else.
Basically it's the idea that you get a function (a first-class object in python) returned as a result of another function instead of an object or primitive type. I know, it's confusing.
See this example from the python documentation:
def make_incrementor(n):
return lambda x: x + n
f = make_incrementor(42)
f(0)
>>> 42
f(1)
>>> 43
So make_incrementor creates a function that uses n in it's results. You could have a function that would increment a parameter by 2 like so:
f2 = make_incrementor(2)
f2(3)
>>> 5
This is a very powerful idea in functional programming and functional programming languages like lisp & scheme.
Hope this helps.
Lambdas are not anonymous functions. Lambdas are anonymous expressions.
They're accessed like functions, but they're not the same thing. Functions allow complex tasks: flow control, variable declarations and lists of statements containing expressions. Expressions are merely one part of a function, and that's what lambdas give you. They're severely limited compared to functions.
Python does not support anonymous functions. For examples of languages that do, see Javascript and Lua.
(Note: It's correct to call lambdas anonymous functions in functional languages, where the mathematical definition of "function" is used, but in procedural languages the word has a very different meaning than in mathematics.)
Hi all,
I've read about lambda functions (for python and other languages), I can WRITE lambda functions just fine, but it seems to me that most places I use them they're just...functions with different syntax. I mean they take args, they return values sometimes. What am I missing here? If anyone has examples of problems they've solved with lambda functions that would also be very helpful.
Thanks!
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.
I am a beginner and I do not understand what lambda means. Can explain to me in a simple way?