Тёмный

The BIGGEST Misconception About Type Hints In Python Explained 

Indently
Подписаться 191 тыс.
Просмотров 50 тыс.
50% 1

Throughout the web I've noticed a lot of people that have been using type hints thinking that it will achieve what "compiled languages" get in terms of static type checking and performance boosts. This video aims to try to address that misconception, and also gives a light introduction to how to actually use type hints in Python.
▶ Become job-ready with Python:
www.indently.io
▶ Follow me on Instagram:
/ indentlyreels

Опубликовано:

 

23 июл 2024

Поделиться:

Ссылка:

Скачать:

Готовим ссылку...

Добавить в:

Мой плейлист
Посмотреть позже
Комментарии : 115   
@lucky13pjn
@lucky13pjn Год назад
For those of us coming from strongly typed languages, type hinting is a nice little security blanket.
@evlezzz
@evlezzz Год назад
Oh, that's actually another common misconception with terminology. Python IS a strongly typed language. People tend to mix two separate ways of classification, which are Strong/weak vs static dynamic. Python has a strong dynamic typing.
@ZeroSleap
@ZeroSleap Год назад
@@evlezzz Oh interesting. So what the commenter ment is more the Static Typing part?
@mattizzle81
@mattizzle81 Год назад
I mostly care about intellisense. Sometimes I even create “dummy” modules to import just with type information to allow intellisense to work.
@0DAYBROKER
@0DAYBROKER Год назад
@@mattizzle81 a great way to import "dummy" modules just for type hinting is to do the following: from typing import TYPE_CHECKING if TYPE_CHECKING: from dummy.module import DummyType now it will only import "DummyType" when intellisense is type checking.
@0DAYBROKER
@0DAYBROKER Год назад
this can also help prevent import cycle errors
@r3d646
@r3d646 Год назад
Personally I only use type hints in function definitions because it helps with documentation. Not having to do that for every variable is like half the reason I’m using python in the first place 😅
@PanduPoluan
@PanduPoluan Год назад
Most of the times good IDEs can infer what a variable is supposed to contain. So I agree But some hairy functions with complex innards, I'd sparingly add some type annotations to maintain my sanity
@esphilee
@esphilee 4 месяца назад
True. Python is like a beach that topless is allowed. Some people just don’t feel secure without it.
@JSDudeca
@JSDudeca 8 месяцев назад
It really helps with auto-completion when dealing with custom modules and classes. I have been leaning heavily on this of late.
@caiolaytynher5994
@caiolaytynher5994 Год назад
One thing that I do since type hints are ment to improve readability and IDE workflow is only using them if the type is not explicit, either for the user or the IDE, like return types after calling a function. This means that, for me, creating variables using the primitive data types or using the class constructor don't really need type hinting because it's obvious. For example: banana = Fruit() In this case, both the IDE and the user know that banana is a Fruit, so adding annotations wouldn't do anything or make your code just more verbose. That's my opinion though, what you guys think about it?
@Indently
@Indently Год назад
I think it’s a respectable view on it. And I think most people will probably also disagree with my: banana: Fruit = Fruit() But that’s now a huge habit of mine. Even if it looks redundant, I enjoy having it because it feels even extra explicit in my mind. I think what you said makes sense though!
@schwingedeshaehers
@schwingedeshaehers 4 месяца назад
the problem is when you reuse a variable, without knowing. the changed type can give you a warning
@b4ttlemast0r
@b4ttlemast0r 2 месяца назад
Even in C++ I'd write "auto banana = Fruit()" in that case and not write the type name twice.
@thomasricatte8287
@thomasricatte8287 Год назад
Thanks for the video! In my case, I am using type annotations super often (at least in all function definitions) + mark type hint warning as error in the IDE ; it saved a terrific number of hours (not to mention forcing myself to improve my interfaces).
@GeorgeNoiseless
@GeorgeNoiseless Год назад
And it's a good habit to have for when you have to learn\switch to strongly typed language. Learning something like TypeScript or Dart is so much easier if you practice sound typing in Python.
@leleemagnu6831
@leleemagnu6831 Год назад
Great video, truly loved it! More on the subject would be nice!
@bozok1903
@bozok1903 Год назад
I like using type hints and return type in function definition. It makes reading the code , writing documentation and debugging easier.
@JT-mr3db
@JT-mr3db 10 месяцев назад
Type hints are wonderful for documentation, absolutely love this.
@porzo2964
@porzo2964 Год назад
had a good laugh at your int initialiser reaction :D:D
@DaryaIbrahim
@DaryaIbrahim Год назад
Your voice is sooooo relaxing man, love to hear you teach forever, please give some advanced topics as well, not all of us are beginners
@Indently
@Indently Год назад
I will get to them next year, any recommendations for topics you'd like to see?
@DaryaIbrahim
@DaryaIbrahim Год назад
@@Indently Well, map() function in both JS & Python is my instance problem, even though it should be so simple, I just need to convert a huge list with 3 to 4 levels deep nested lists, only need a list from only one element. Also, please don't forget about the banana, he is our favorite friend 🍌
@Indently
@Indently Год назад
I will keep it in mind! I never forget about banana 😉
@KetilK
@KetilK Год назад
I sometimes wish there was a strict python debug mode that automatically asserted that your objects in fact conformed to your type hints at runtime. In my opinion, debugging python code in larger projects can be hard at times.
@preritdas6998
@preritdas6998 Год назад
Try a static type checker like mypy
@itsmeben604
@itsmeben604 Год назад
It's not quite what you're talking about, but check out pydantic. It allows you to create data models and allows some type enforcement.
@evlezzz
@evlezzz Год назад
Look at mypy if that's what you are looking for. I would say though that enforcing restrictions on everything is not very useful and could easily limit your options and make your code worse, since it takes a lot of effort to annotate everything correctly, maintain that and not put unnecessary restrictions that prevents you from reusing your code. Personally I tend to annotate public interfaces as much as it looks reasonable, but not internals. I found that if your code is structured well enough, you normally should be able to comprehend what's going on in short functions without spending time on maintaining type hints for them. Also keep in mind that linters could use not just explicit annotations, but could also infer possible type from the code itself. So if you write something like. x = 1 if cond else "1", then linter after consuming this line would infer that x could be an int or a str and use this information later.
@JaiminBrahmbhatt
@JaiminBrahmbhatt Год назад
should try pyre-checker
@fluffy-cat
@fluffy-cat Год назад
2:30 this will cause an error in python 3.8, and not just for typings, it will break the whole code, and the fix is: from typing import List and use it with capital L. Same with Dict and Tuple. Backwards compatibility makes life easier for people with low storage space / slow internet speed that already have dependencies installed with a lower python version.
@josephgaviota
@josephgaviota 4 месяца назад
I currently write in what I call "Python 2+" ... working on a system with both py2 and py3, I write in such a way, the code will work in either. (2.7 and 3.11)
@gerardonavarro3400
@gerardonavarro3400 27 дней назад
​@@josephgaviotabut that's just... old python lol
@josephgaviota
@josephgaviota 27 дней назад
@@gerardonavarro3400 Yes, but one has to work with what one has.
@castlecodersltd
@castlecodersltd Год назад
Very interesting. Almost as interesting as Copenhagen, where I was over the weekend. Thank you. ☺
@adiveler
@adiveler Год назад
It's also great adapting this habit if you are learning non-dynamic programming languages!
@AlFasGD
@AlFasGD Год назад
All developers that have been writing dynamic code for years have been snorting that copium, Python couldn't last too long without type hints, proving once again that dynamic programming is not to be worshipped. It's nice to have every now and then, but definitely not for full systems, without any sort of type information. Same reason why we also got TS on top of JS
@georgioszampoukis1966
@georgioszampoukis1966 Год назад
I think one instance where it does check the hints is when cythonizing to produce .pyd files.
@lukaschumchal7797
@lukaschumchal7797 Год назад
You made my day. Thanks 🙏
@hatdidog864
@hatdidog864 Год назад
can you make a video about the docstring, sir?
@francescoferazza9341
@francescoferazza9341 Год назад
Love your stuff!
@Indently
@Indently Год назад
Grazie bello :)
@allo5668
@allo5668 Год назад
3:11 Guido has hinted that there are no current plans to use type hints to speed up the interpreter, but that it’s something they’re going to look into down the road (5, 10 years time). So it’s not crazy to think that the hint could speed up the code when it’s running one day
@Indently
@Indently Год назад
Typython
@alidev425
@alidev425 Год назад
thanks bro for your clarification'👍👍 ,btw what is your favorite IDE for python programming?
@Indently
@Indently Год назад
I love PyCharm
@rahevar3626
@rahevar3626 Год назад
At 2:42 why was there a pi and beta when you tried to write list[str] is that a option i can turn on
@Indently
@Indently Год назад
That's me miss-typing on my keyboard actually ahahaha
@chri-k
@chri-k Год назад
@@Indently i also keep typing greek everywhere by accident. my keyboard layout switching shortcut is a bit too convenient.
@Indently
@Indently Год назад
@@chri-k European keyboards are a pain for coding ahahah.
@nilshamacher5064
@nilshamacher5064 Год назад
I also like those typehints, and I think you missed that they're helping also for overloading functions if I'm correct. Coming from C++ , I appreciate types anyway 😉
@Indently
@Indently Год назад
Python doesn’t support overloading as far as I remember
@evlezzz
@evlezzz Год назад
@@Indently Not exactly. Overload is possible via functools.singledispatch decorator and it uses typehints to distinguish, which implementation to call. Typehints are not enforced in any way by language itself (unless you use something like mypy instead of regular cpython to run scripts, but that's a different story). However nothing prevents your code from reading function annotations and do some magic around them. That's exactly what singledispatch does, so it's rather a syntax sugar than a feature of language itself.
@Knud451
@Knud451 Год назад
Thanks! Maybe a n00b question, can you also specify the parameter and return type to be e.g. a dataframe?
@schwingedeshaehers
@schwingedeshaehers 4 месяца назад
sure, you can
@judithlee7989
@judithlee7989 Год назад
Even though vim does not give me any warning if I'm assigning values against the type hints, I find it very useful and handy when I'm tracing some code.
@mahdirasouli6005
@mahdirasouli6005 6 месяцев назад
Did you worked with mypyc?
@vhmolinar
@vhmolinar Год назад
Is it possible to tell the compiler to consider these type definitions?
@md.redwanhossain8822
@md.redwanhossain8822 Год назад
There is no compiler in python, it has an interpreter.
@PanduPoluan
@PanduPoluan Год назад
Ahahaha the bleep, lol 😂 I love type hinting. It makes IDEs much more useful. And also makes me more disciplined in writing my code. Next video suggestion if you haven't: The amazing power of "for unpacking" 😎
@Indently
@Indently Год назад
Thanks for the suggestion!
@josephgaviota
@josephgaviota 4 месяца назад
Thank you for this video. I've seen these type hints in various videos, and wasn't sure what's the purpose, since in my tests (by copying things in vids) ... it seems to have no effect. And since I've been writing code in vi for 40+ years, these type hints don't seem to have any benefit to me. BUT, I _DO_ believe in good commenting, good variable names, and using plenty of """ Very explanatory doc strings with examples including Use Cases """ so I hope programmers that follow me, will not be mad at me.
@DrGreenGiant
@DrGreenGiant 4 месяца назад
Worth mentioning that I've found type hinting plays very nicely with tools such as GitHub Copilot. This massively speeds up development. I do wonder if cPython or pypy interpreters, for example, have any optimisations, or might get some in the future, where type hints improve JIT compilation speeds.
@insidious6068
@insidious6068 Год назад
Does this only work in PyCharm or can this work in something like VS Code?
@RedHair651
@RedHair651 4 месяца назад
It's part of Python, you can do it everywhere
@Andrumen01
@Andrumen01 Год назад
The "typing" module includes broader and slightly better options for "typehints".
@MingwaiTam
@MingwaiTam 5 месяцев назад
I hope the type hints will be used to facilitate the just-in-time compilation. It looks so reasonable.
@sg8nj
@sg8nj Год назад
I don't know what is the use of dynamically typed
@calebparks8318
@calebparks8318 Год назад
Mypy has a compiler that should speed-up your code. I believe that type-hints are required.
@qondonyon
@qondonyon Год назад
yep
@codingnovice
@codingnovice Год назад
Nice I would have just used ChatGPT! I've been learning that way. I share the stuff I build too.
@Indently
@Indently Год назад
Good on you mate.
@airatvaliullin8420
@airatvaliullin8420 Год назад
You can also run typecheckers
@AmansLab
@AmansLab Год назад
In Future releases of python this will be used in runtime. so, it is good practice
@Indently
@Indently Год назад
Do you know where I can find the docs for this?
@preritdas6998
@preritdas6998 Год назад
Guido, Python creator, and other maintainers have said there are no plans for this as it goes against pythons core values.
@Indently
@Indently Год назад
That's what I thought as well, but maybe Aman has some article that we don't know about that he is willing to share with us.
@preritdas6998
@preritdas6998 Год назад
@@Indently have you heard Guido on the lex Fridman podcast? If not, highly recommend. He was on twice, the most recent one was stellar.
@Indently
@Indently Год назад
Thanks for the recommendation! I've never heard of it no, I will check it out though.
@re.liable
@re.liable Год назад
With type hints, you help intellisense help you better :D
@sorvex9
@sorvex9 Год назад
What some people think type hinting does, JIT tracing actually will do.
@ThankYouESM
@ThankYouESM 4 месяца назад
Dang... I was hoping for it to optimize the performance.
@Indently
@Indently 4 месяца назад
Apparently it can if you look into some called "mypyc"
@ThankYouESM
@ThankYouESM 4 месяца назад
@Indently Thank you, I will definitely look into that right away.
@bicycleninja1685
@bicycleninja1685 10 месяцев назад
Type hints does speed things up if you Cythonize the class
@mattmess1221
@mattmess1221 3 месяца назад
Type hints actually can speed up your code, but you have to compile it with mypyc.
@vitu_9403
@vitu_9403 Год назад
ok, but what is that "->" ???
@chaddaifouche536
@chaddaifouche536 Год назад
That's the return type (the type of the value returned from the function). If you don't specify it, it would mean that your function returns None (or anything else really, as Indently said, type hints in Python are completely optional and not checked by cpython at all). If you mean why does his -> look like a real arrow, that's probably down to his IDE configuration, or eventually the font he's using (some specialized fonts use ligatures to make common code combination like -> or
@uplink-on-yt
@uplink-on-yt Год назад
Ah, it doesn't do what PHP 8 does, yet. It doesn't care about the type hints at compile time. PHP does generate more efficient bytecode when you use type annotations, and does do type checking - it's still opt-in, but it's now standard usage.
@Indently
@Indently Год назад
Do you mean PEP? Or is there something with PHP that I’m missing?
@uplink-on-yt
@uplink-on-yt Год назад
@@Indently PHP, the programming language, competitor to Python on the web, but not so much on data crunching
@Indently
@Indently Год назад
Excuse my ignorance, I'm not really familiar with PHP so I thought you meant PEP ahah.
@uplink-on-yt
@uplink-on-yt Год назад
@@Indently No worries. I figured as much. I don't know much more than what I shared about PHP bytecode generation anyway. I figure Python will get there too at some point.
@LegenDUS2
@LegenDUS2 Год назад
Explicit is better than implicit - Zen of python
@mikeg9b
@mikeg9b 4 месяца назад
3:17 "...no type checking is occurring at run time." That doesn't sound right. Python always does type checking at run time, and type hints doesn't change that (because Python ignores them). That's one of the reasons Python is slow. On the other hand, in languages like Go and Rust, BECAUSE the type checking happens at compile time, there is no need for it at run time.
@lukekurlandski7653
@lukekurlandski7653 Год назад
Do people out there actually think that type annotations "speed up" your code? Seems like you'd actively have to avoid reading any documentation to have this misconception.
@Indently
@Indently Год назад
If you every used a language that is statically typed before, it's very easy to make this mistake in Python if you're new to it.
@RedHair651
@RedHair651 4 месяца назад
I thought that
@rondamon4408
@rondamon4408 4 месяца назад
I thought it was just to make source code bigger
@IgorGuerrero
@IgorGuerrero Год назад
Please at least use them as arguments and return values... I do not use it in cases like variable declaration when the value assigned is static and easily resolved by the Python's LSP server.
@denizsincar29
@denizsincar29 Год назад
type hints must absolutely throw an exception if you mismatch types. let's go towards static typing, dynamic is an old tradition guys.
@Indently
@Indently Год назад
I like to think of Python as a free language. It lets you do what you want, even if what you want isn't always what you want ahah. They shouldn't require it in vanilla Python, but possibly provide us an option for enabling that, such as a special import, or with a special version of Python that replicates TypeScript.
@denizsincar29
@denizsincar29 Год назад
@@Indently type #@type=static... something like that.
@Indently
@Indently Год назад
That would be neat!
@RetroGamingRandomness
@RetroGamingRandomness Год назад
Idently: Python is meant for simplicity, if you want something else just use a lower level language also Idently: uses typing that low level need to work anyway me: *confused thinking*
@Indently
@Indently Год назад
I can't believe you called me Idently, twice, Simon 😅
@RetroGamingRandomness
@RetroGamingRandomness Год назад
@@Indently hahahahaha didn't even notice
@chaddaifouche536
@chaddaifouche536 Год назад
Typing does not determine the level of your language though. You have very high level languages that are typed (try Haskell) and you can do most low level stuff in any language (try embedded programming in Python, it sure is higher level than in C but you'll often find yourself sending binary codes to explicit pins on the board and so on) though that is not recommended for speed and memory control. Dynamic typing (types are attached to values, variables and functions don't have specific types, all typing is done at runtime) vs Static typing (variables and functions have specific types, which are decided at "compile" time) is more a matter of practical implementation and philosophy around programming. Note that some developers think they dislike static typing but they in fact lack experience with modern languages and confuse static typing with explicit typing (every variable/function type has to be explicitly written when they're declared) whereas almost all modern typed language can infer most types without specifying them in your code (even if the recommendation is generally to put type annotations at least on your top-level declarations, to get better error messages). Type inference is such a win that most traditional languages have been retrofitted with it in the last decade.
@KA3AHOBA94
@KA3AHOBA94 Год назад
__int__ lol haha
Далее
5 More Useful F-String Tricks In Python
9:38
Просмотров 44 тыс.
5 Good Python Habits
17:35
Просмотров 446 тыс.
5 Reasons Why You Should Use Type Hints In Python
13:54
5 Awful Python Mistakes To Avoid
22:13
Просмотров 24 тыс.
5 Useful F-String Tricks In Python
10:02
Просмотров 281 тыс.
What's new in Python 3.13?
5:08
Просмотров 77 тыс.
10 Nooby Mistakes Devs Often Make In Python
24:31
Просмотров 54 тыс.
Debugging 101: Replace print() with icecream ic()
12:36
5 Useful Dunder Methods In Python
16:10
Просмотров 55 тыс.