What are some examples of using the typing module in Python 3?
The typing module in Python 3 provides support for type hints. Here are a few examples:
Basic Types: You can use List
, Dict
, and Tuple
to specify types for collections.
from typing import List, Dict
def process_items(items: List[str]) -> Dict[str, int]:
return {item: len(item) for item in items}
Optional Types: Use Optional
to indicate that a value can be of a specified type or None.
from typing import Optional
def find_item(name: str) -> Optional[str]:
return name if name in items else None
Union Types: Use Union
to specify that a variable can be one of several types.
from typing import Union
def handle_value(value: Union[int, str]) -> None:
print(value)
Type Aliases: You can create type aliases for more complex types.
from typing import List
Vector = List[float]
def scale(v: Vector, factor: float) -> Vector:
return [x * factor for x in v]
Callable Types: Specify types for functions or methods.
from typing import Callable
def apply_function(func: Callable[[int], int], value: int) -> int:
return func(value)
Would you like to see more examples or details on a specific type?
Yes, can you explain more about Optional types?
Sure! The Optional
type is used to indicate that a variable can either hold a value of a specified type or be None
. This is particularly useful for function return types where a value may not always be present. For example:
from typing import Optional
def get_user_age(user_id: int) -> Optional[int]:
if user_id in user_database:
return user_database[user_id]['age']
return None
In this example, get_user_age
returns an int
if the user is found, or None
if the user does not exist. This helps in making the code more explicit and easier to understand.
That makes sense! Can you give me an example of using Union types?
Absolutely! The Union
type allows you to specify that a variable can be one of several types. Here's a simple example:
from typing import Union
def process_input(data: Union[int, str]) -> str:
if isinstance(data, int):
return f'Integer: {data}'
elif isinstance(data, str):
return f'String: {data}'
return 'Invalid input'
In this function, data
can be either an int
or a str
. Depending on the type of data
, the function processes it accordingly. This is useful when you want to handle multiple types in a flexible way.
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