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def greeting(name: str) -> str: return 'Hello ' + name
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Url = str def retry(url: Url, retry_count: int) -> None: ...
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type-hints/modern_03.py
from typing import TypeVar, Iterable, Tuple T = TypeVar('T', int, float, complex) Vector = Iterable[Tuple[T, T]] def inproduct(v: Vector[T]) -> T: return sum(x*y for x, y in v) def dilate(v: Vector[T], scale: T) -> Vector[T]: return ((x * scale, y * scale) for x, y in v) vec = [] # type: Vector[float]
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type-hints/modern_04.py
from typing import TypeVar, Iterable, Tuple T = TypeVar('T', int, float, complex) def inproduct(v: Iterable[Tuple[T, T]]) -> T: return sum(x*y for x, y in v) def dilate(v: Iterable[Tuple[T, T]], scale: T) -> Iterable[Tuple[T, T]]: return ((x * scale, y * scale) for x, y in v) vec = [] # type: Iterable[Tuple[...
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type-hints/modern_05.py
from typing import Callable def feeder(get_next_item: Callable[[], str]) -> None: ... # Body def async_query(on_success: Callable[[int], None], on_error: Callable[[int, Exception], None]) -> None: ... # Body
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type-hints/modern_06.py
def partial(func: Callable[..., str], *args) -> Callable[..., str]: ... # Body
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type-hints/modern_07.py
from typing import Mapping, Set def notify_by_email(employees: Set[Employee], overrides: Mapping[str, str]) -> None: ...
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type-hints/modern_08.py
from typing import Sequence, TypeVar T = TypeVar('T') # Declare type variable def first(l: Sequence[T]) -> T: # Generic function return l[0]
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type-hints/modern_09.py
from typing import TypeVar AnyStr = TypeVar('AnyStr', str, bytes) def concat(x: AnyStr, y: AnyStr) -> AnyStr: return x + y
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type-hints/modern_10.py
def count_truthy(elements: List[Any]) -> int: return sum(1 for elem in elements if element)
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type-hints/modern_11.py
from typing import Iterable def zero_all_vars(vars: Iterable[LoggedVar[int]]) -> None: for var in vars: var.set(0)
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type-hints/modern_12.py
from typing import TypeVar, Generic T = TypeVar('T') def fun_1(x: T) -> T: ... # T here def fun_2(x: T) -> T: ... # and here could be different fun_1(1) # This is OK, T is inferred to be int fun_2('a') # This is aslo OK, now T is str
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type-hints/modern_13.py
from typing import TypeVar, Generic T = TypeVar('T') class MyClass(Generic[T]): def meth_1(self, x: T) -> T: ... # T here def meth_2(self, x: T) -> T: ... # and here are always the same a = MyClass() # type: MyClass[int] a.meth_1(1) # OK a.meth_2('a') # This is an error!
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type-hints/modern_14.py
T = TypeVar('T') S = TypeVar('S') class Foo(Generic[T]): def method(self, x: T, y: S) -> S: ... x = Foo() # type: Foo[int] y = x.method(0, "abc") # inferred type of y is str
pydocs
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type-hints/modern_15.py
T = TypeVar('T') S = TypeVar('S') def a_fun(x: T) -> None: # this is OK y = [] # type: List[T] # but below is an error! y = [] # type: List[S] class Bar(Generic[T]): # this is also an error an_attr = [] # type: List[S] def do_something(x: S) -> S: # this is OK though ...
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type-hints/modern_16.py
from typing import List def a_fun(x: T) -> None: # This is OK a_list = [] # type: List[T] ... # This is however illegal class MyGeneric(Generic[T]): ...
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type-hints/modern_17.py
from typing import TypeVar, Generic T = TypeVar('T') class Node(Generic[T]): def __init__(self, label: T = None) -> None: ... x = Node('') # Inferred type is Node[str] y = Node(0) # Inferred type is Node[int] z = Node() # Inferred type is Node[Any]
pydocs
pep-0484.txt:566
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type-hints/legacy_01.py
# (continued from previous example) a = Node() # type: Node[int] b = Node() # type: Node[str]
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pep-0484.txt:582
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type-hints/modern_18.py
from typing import Dict, List, Optional class Node: ... class SymbolTable(Dict[str, List[Node]]): def push(self, name: str, node: Node) -> None: self.setdefault(name, []).append(node) def pop(self, name: str) -> Node: return self[name].pop() def lookup(self, name: str) -> Optional[No...
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type-hints/modern_19.py
from typing import TypeVar class Comparable(metaclass=ABCMeta): @abstractmethod def __lt__(self, other: Any) -> bool: ... ... # __gt__ etc. as well CT = TypeVar('CT', bound=Comparable) def min(x: CT, y: CT) -> CT: if x < y: return x else: return y min(1, 2) # ok, return type int ...
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type-hints/modern_20.py
from typing import TypeVar, Generic, Iterable, Iterator T_co = TypeVar('T_co', covariant=True) class ImmutableList(Generic[T_co]): def __init__(self, items: Iterable[T_co]) -> None: ... def __iter__(self) -> Iterator[T_co]: ... ... class Employee: ... class Manager(Employee): ... def dump_employees(emp...
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type-hints/modern_21.py
from typing import TypeVar class Employee: ... class Manager(Employee): ... E = TypeVar('E', bound=Employee) def dump_employee(e: E) -> None: ... dump_employee(Manager()) # OK
pydocs
pep-0484.txt:788
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type-hints/modern_22.py
B_co = TypeVar('B_co', covariant=True) def bad_func(x: B_co) -> B_co: # Flagged as error by a type checker ...
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type-hints/modern_23.py
class Tree: def __init__(self, left: Tree, right: Tree): self.left = left self.right = right
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type-hints/modern_24.py
class Tree: def __init__(self, left: 'Tree', right: 'Tree'): self.left = left self.right = right
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type-hints/modern_25.py
class Tree: ... def leaves(self) -> List['Tree']: ...
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type-hints/modern_26.py
# File models/a.py from models.b import B class A(Model): def foo(self, b: B): ... # File models/b.py from models.a import A class B(Model): def bar(self, a: A): ... # File main.py from models.a import A from models.b import B
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type-hints/modern_27.py
# File models/a.py from models import b class A(Model): def foo(self, b: 'b.B'): ... # File models/b.py from models import a class B(Model): def bar(self, a: 'a.A'): ... # File main.py from models.a import A from models.b import B
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type-hints/modern_28.py
from typing import Union def handle_employees(e: Union[Employee, Sequence[Employee]]) -> None: if isinstance(e, Employee): e = [e] ...
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type-hints/modern_29.py
def handle_employee(e: Union[Employee, None]) -> None: ...
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type-hints/modern_30.py
from typing import Optional def handle_employee(e: Optional[Employee]) -> None: ...
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type-hints/modern_31.py
def handle_employee(e: Employee = None): ...
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type-hints/modern_32.py
def handle_employee(e: Optional[Employee] = None) -> None: ...
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type-hints/legacy_02.py
_empty = object() def func(x=_empty): if x is _empty: # default argument value return 0 elif x is None: # argument was provided and it's None return 1 else: return x * 2
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type-hints/modern_33.py
from typing import Union from enum import Enum class Empty(Enum): token = 0 _empty = Empty.token def func(x: Union[int, None, Empty] = _empty) -> int: boom = x * 42 # This fails type check if x is _empty: return 0 elif x is None: return 1 else: # At this point typechecker knows...
pydocs
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type-hints/modern_34.py
class Reason(Enum): timeout = 1 error = 2 def process(response: Union[str, Reason] = '') -> str: if response is Reason.timeout: return 'TIMEOUT' elif response is Reason.error: return 'ERROR' else: # response can be only str, all other possible values exhausted return...
pydocs
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type-hints/modern_35.py
from typing import Mapping def use_map(m: Mapping) -> None: # Same as Mapping[Any, Any] ...
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type-hints/modern_36.py
from typing import Tuple, List, Callable def check_args(args: Tuple) -> bool: ... check_args(()) # OK check_args((42, 'abc')) # Also OK check_args(3.14) # Flagged as error by a type checker # A list of arbitrary callables is accepted by this function def apply_callbacks(cbs: List[Callable]) ->...
pydocs
pep-0484.txt:1041
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type-hints/legacy_03.py
def new_user(user_class): user = user_class() # (Here we could write the user object to a database) return user
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type-hints/modern_37.py
def new_user(user_class: type) -> User: ...
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type-hints/modern_38.py
U = TypeVar('U', bound=User) def new_user(user_class: Type[U]) -> U: ...
pydocs
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type-hints/modern_39.py
def new_non_team_user(user_class: Type[Union[BasicUser, ProUser]]): user = new_user(user_class) ...
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type-hints/modern_40.py
def new_pro_user(pro_user_class: Type[ProUser]): user = new_user(pro_user_class) # OK ...
pydocs
pep-0484.txt:1150
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type-hints/modern_41.py
T = TypeVar('T', bound='Copyable') class Copyable: def copy(self: T) -> T: ... # return a copy of self class C(Copyable): ... c = C() c2 = c.copy() # type here should be C
pydocs
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type-hints/modern_42.py
T = TypeVar('T', bound='C') class C: @classmethod def factory(cls: Type[T]) -> T: ... # make a new instance of cls class D(C): ... d = D.factory() # type here should be D
pydocs
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type-hints/modern_43.py
import typing if typing.TYPE_CHECKING: import expensive_mod def a_func(arg: 'expensive_mod.SomeClass') -> None: a_var = arg # type: expensive_mod.SomeClass ...
pydocs
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type-hints/modern_44.py
def foo(*args: str, **kwds: int): ...
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type-hints/modern_45.py
def foo(x: AnyStr, y: AnyStr = ...) -> AnyStr: ...
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type-hints/modern_46.py
def quux(__x: int) -> None: ... quux(3) # This call is fine. quux(__x=3) # This call is an error.
pydocs
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type-hints/modern_47.py
def echo_round() -> Generator[int, float, str]: res = yield while res: res = yield round(res) return 'OK'
pydocs
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type-hints/modern_48.py
async def spam(ignored: int) -> str: return 'spam' async def foo() -> None: bar = await spam(42) # type: str
pydocs
pep-0484.txt:1303
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type-hints/modern_49.py
def op() -> typing.Awaitable[str]: if cond: return spam(42) else: return asyncio.Future(...)
pydocs
pep-0484.txt:1326
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type-hints/legacy_04.py
x = [] # type: List[Employee] x, y, z = [], [], [] # type: List[int], List[int], List[str] x, y, z = [], [], [] # type: (List[int], List[int], List[str]) x = [ 1, 2, ] # type: List[int]
pydocs
pep-0484.txt:1370
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type-hints/legacy_05.py
with frobnicate() as foo: # type: int # Here foo is an int ... for x, y in points: # type: float, float # Here x and y are floats ...
pydocs
pep-0484.txt:1384
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type-hints/legacy_06.py
from typing import IO stream = ... # type: IO[str]
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type-hints/legacy_07.py
from typing import IO stream = None # type: IO[str]
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pep-0484.txt:1402
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type-hints/modern_50.py
from typing import List, cast def find_first_str(a: List[object]) -> str: index = next(i for i, x in enumerate(a) if isinstance(x, str)) # We only get here if there's at least one string in a return cast(str, a[index])
pydocs
pep-0484.txt:1437
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type-hints/modern_51.py
class Derived(Base): def __init__(self, _x: Base) -> None: ...
pydocs
pep-0484.txt:1477
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type-hints/modern_52.py
UserId = NewType('UserId', int) def name_by_id(user_id: UserId) -> str: ... UserId('user') # Fails type check name_by_id(42) # Fails type check name_by_id(UserId(42)) # OK num = UserId(5) + 1 # type: int
pydocs
pep-0484.txt:1486
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type-hints
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type-hints/modern_53.py
class PacketId: def __init__(self, major: int, minor: int) -> None: self._major = major self._minor = minor TcpPacketId = NewType('TcpPacketId', PacketId) packet = PacketId(100, 100) tcp_packet = TcpPacketId(packet) # OK tcp_packet = TcpPacketId(127, 0) # Fails in type checker and at runtime
pydocs
pep-0484.txt:1504
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CC0-1.0
train
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type-hints
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3.5
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type-hints/modern_54.py
def __getattr__(name) -> Any: ...
pydocs
pep-0484.txt:1570
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type-hints/modern_55.py
from typing import overload class bytes: ... @overload def __getitem__(self, i: int) -> int: ... @overload def __getitem__(self, s: slice) -> bytes: ...
pydocs
pep-0484.txt:1584
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CC0-1.0
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type-hints/modern_56.py
from typing import Union class bytes: ... def __getitem__(self, a: Union[int, slice]) -> Union[int, bytes]: ...
pydocs
pep-0484.txt:1597
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CC0-1.0
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type-hints/modern_57.py
@overload def map(func: None, iter1: Iterable[T1]) -> Iterable[T1]: ... @overload def map(func: None, iter1: Iterable[T1], iter2: Iterable[T2]) -> Iterable[Tuple[T1, T2]]: ...
pydocs
pep-0484.txt:1622
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CC0-1.0
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type-hints
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type-hints/modern_58.py
from typing import TypeVar AnyStr = TypeVar('AnyStr', str, bytes) def concat1(x: AnyStr, y: AnyStr) -> AnyStr: ... @overload def concat2(x: str, y: str) -> str: ... @overload def concat2(x: bytes, y: bytes) -> bytes: ...
pydocs
pep-0484.txt:1671
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CC0-1.0
train
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type-hints/legacy_08.py
def add(a, b): # type: (int, int) -> int return a + b
pydocs
pep-0484.txt:2042
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CC0-1.0
train
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type-hints/legacy_09.py
def f(): '''Docstring''' # type: () -> None # Error! def g(): '''Docstring''' # # type: () -> None # This is OK
pydocs
pep-0484.txt:2048
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CC0-1.0
train
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type-hints
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type-hints/modern_59.py
class Node: """Binary tree node.""" def __init__(self, left: Node, right: Node): self.left = left self.right = right
pydocs
pep-0484.txt:2183
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CC0-1.0
train
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type-hints
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3.5
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type-hints/modern_60.py
from __future__ import annotations class ImSet: def add(self, a: ImSet) -> List[ImSet]: ... assert ImSet.add.__annotations__ == {'a': 'ImSet', 'return': 'List[ImSet]'}
pydocs
pep-0484.txt:2209
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CC0-1.0
train
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modern
numeric-underscores/modern_01.py
# grouping decimal numbers by thousands amount = 10_000_000.0 # grouping hexadecimal addresses by words addr = 0xCAFE_F00D # grouping bits into nibbles in a binary literal flags = 0b_0011_1111_0100_1110 # same, for string conversions flags = int('0b_1111_0000', 2)
pydocs
pep-0515.txt:27
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CC0-1.0
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variable-annotations
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variable-annotations/legacy_01.py
# 'primes' is a list of integers primes = [] # type: List[int] # 'captain' is a string (Note: initial value is a problem) captain = ... # type: str class Starship: # 'stats' is a class variable stats = {} # type: Dict[str, int]
pydocs
pep-0526.txt:43
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CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_01.py
primes: List[int] = [] captain: str # Note: no initial value! class Starship: stats: ClassVar[Dict[str, int]] = {}
pydocs
pep-0526.txt:57
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CC0-1.0
train
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variable-annotations
526
3.6
legacy
variable-annotations/legacy_02.py
if some_value: my_var = function() # type: Logger else: my_var = another_function() # Why isn't there a type here?
pydocs
pep-0526.txt:84
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CC0-1.0
train
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variable-annotations
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variable-annotations/legacy_03.py
path = None # type: Optional[str] # Path to module source
pydocs
pep-0526.txt:100
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CC0-1.0
train
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variable-annotations
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3.6
modern
variable-annotations/modern_02.py
my_var: int my_var = 5 # Passes type check. other_var: int = 'a' # Flagged as error by type checker, # but OK at runtime.
pydocs
pep-0526.txt:139
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CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_03.py
var = value # type: annotation var: annotation; var = value var: annotation = value
pydocs
pep-0526.txt:147
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_04.py
some_number: int # variable without initial value some_list: List[int] = [] # variable with initial value
pydocs
pep-0526.txt:163
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CC0-1.0
train
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variable-annotations
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modern
variable-annotations/modern_05.py
sane_world: bool if 2+2 == 4: sane_world = True else: sane_world = False
pydocs
pep-0526.txt:169
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CC0-1.0
train
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variable-annotations
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modern
variable-annotations/modern_06.py
# Tuple packing with variable annotation syntax t: Tuple[int, ...] = (1, 2, 3) # Tuple unpacking with variable annotation syntax header: str kind: int body: Optional[List[str]] header, kind, body = message
pydocs
pep-0526.txt:178
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_07.py
a: int print(a) # raises NameError
pydocs
pep-0526.txt:189
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_08.py
def f(): a: int print(a) # raises UnboundLocalError # Commenting out the a: int makes it a NameError.
pydocs
pep-0526.txt:195
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_09.py
a: int a: str # Static type checker may or may not warn about this.
pydocs
pep-0526.txt:210
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_10.py
class BasicStarship: captain: str = 'Picard' # instance variable with default damage: int # instance variable without default stats: ClassVar[Dict[str, int]] = {} # class variable
pydocs
pep-0526.txt:223
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_11.py
class Starship: captain: str = 'Picard' damage: int stats: ClassVar[Dict[str, int]] = {} def __init__(self, damage: int, captain: str = None): self.damage = damage if captain: self.captain = captain # Else keep the default def hit(self): Starship.stats['hits'] ...
pydocs
pep-0526.txt:260
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_12.py
class Cls: pass c = Cls() c.x: int = 0 # Annotates c.x with int. c.y: int # Annotates c.y with int. d = {} d['a']: int = 0 # Annotates d['a'] with int. d['b']: int # Annotates d['b'] with int.
pydocs
pep-0526.txt:294
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_13.py
(x): int # Annotates x with int, (x) treated as expression by compiler. (y): int = 0 # Same situation here.
pydocs
pep-0526.txt:308
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_14.py
a: int for a in my_iter: ... f: MyFile with myfunc() as f: ...
pydocs
pep-0526.txt:332
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_15.py
def f(): x: NonexistentName # No error.
pydocs
pep-0526.txt:375
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_16.py
x: NonexistentName # Error! class X: var: NonexistentName # Error!
pydocs
pep-0526.txt:381
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_17.py
from typing import Dict class Player: ... players: Dict[str, Player] __points: int print(__annotations__) # prints: {'players': typing.Dict[str, __main__.Player], # '_Player__points': <class 'int'>}
pydocs
pep-0526.txt:391
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_18.py
class C: __annotations__ = 42 x: int = 5 # raises TypeError
pydocs
pep-0526.txt:408
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
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variable-annotations
526
3.6
modern
variable-annotations/modern_19.py
from typing import Dict, ClassVar, get_type_hints class Starship: hitpoints: int = 50 stats: ClassVar[Dict[str, int]] = {} shield: int = 100 captain: str def __init__(self, captain: str) -> None: ... assert get_type_hints(Starship) == {'hitpoints': int, '...
pydocs
pep-0526.txt:422
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_20.py
alice: 'well done' = 'A+' bob: 'what a shame' = 'F-'
pydocs
pep-0526.txt:451
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
variable-annotations
526
3.6
modern
variable-annotations/modern_21.py
def foo(self): slef.name: str
pydocs
pep-0526.txt:606
e4c4632b001a0832f85245e6f5cc988fd0f72fe0
CC0-1.0
train
3.6
fstring
498
3.6
modern
fstring/modern_01.py
import datetime name = 'Fred' age = 50 anniversary = datetime.date(1991, 10, 12) f'My name is {name}, my age next year is {age+1}, my anniversary is {anniversary:%A, %B %d, %Y}.' f'He said his name is {name!r}.'
pydocs
pep-0498.txt:36
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CC0-1.0
train
3.6
fstring
498
3.6
legacy
fstring/legacy_01.py
msg = 'disk failure' 'error: %s' % msg
pydocs
pep-0498.txt:62
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CC0-1.0
train
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fstring
498
3.6
legacy
fstring/legacy_02.py
msg = ('disk failure', 32) 'error: %s' % msg
pydocs
pep-0498.txt:68
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CC0-1.0
train
3.6
fstring
498
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fstring/legacy_03.py
'error: %s' % (msg,)
pydocs
pep-0498.txt:76
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CC0-1.0
train
3.6
fstring
498
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legacy
fstring/legacy_04.py
value = 4 * 20 'The value is {value}.'.format(value=value)
pydocs
pep-0498.txt:90
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CC0-1.0
train
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fstring
498
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fstring/legacy_05.py
'The value is {}.'.format(value)
pydocs
pep-0498.txt:98
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CC0-1.0