na huruhusu function kupokea ya arguments. hukusanya arguments za ziada katika tuple; hukusanya arguments za ziada katika dict. (Majina ni desturi — na ndizo zinazomaanisha.)
na huruhusu function kupokea ya arguments. hukusanya arguments za ziada katika tuple; hukusanya arguments za ziada katika dict. (Majina ni desturi — na ndizo zinazomaanisha.)
*args**kwargs*args**kwargs***def total(*args): # collects all positional args into a tuple
print(args) # e.g. (1, 2, 3)
return sum(args)
total(1, 2, 3) # 6
total(1, 2, 3, 4, 5) # 15 — any number of args
def configure(**kwargs): # collects keyword args into a dict
print(kwargs) # e.g. {"host": "localhost", "port": 8080}
for key, value in kwargs.items():
print(f"{key} = {value}")
configure(host="localhost", port=8080, debug=True)
def func(a, b, *args, **kwargs):
# a, b → required positional
# args → extra positional (tuple)
# kwargs → extra keyword (dict)
...
func(1, 2, 3, 4, x=5, y=6)
# a=1, b=2, args=(3, 4), kwargs={"x": 5, "y": 6}
Mpangilio unaohitajika ni: parameters za kawaida, kisha *args, kisha **kwargs.
# `*` and `**` also UNPACK collections INTO arguments at the call site
numbers = [1, 2, 3]
total(*numbers) # same as total(1, 2, 3)
settings = {"host": "x", "port": 80}
configure(**settings) # same as configure(host="x", port=80)
Syntax hiyo hiyo hutenganisha (unpack) list/dict kuwa positional/keyword arguments — rahisi kwa kupeleka arguments.
def wrapper(*args, **kwargs):
# accept ANY arguments and pass them through unchanged
return original_func(*args, **kwargs)
Muundo huu wa kupitisha ndio jinsi decorators na wrapper functions hushughulikia signature yoyote ya function.
*args/**kwargs huwezesha signatures za function zinazonyumbulika zinazopokea idadi yoyote ya arguments — muhimu kwa kuandika utilities za matumizi ya jumla, wrappers, na hasa decorators (ambazo lazima zifunike functions zenye signatures zisizojulikana kupitia *args, **kwargs).
Mwelekeo wa unpacking (*list, **dict) ni muhimu sawa kwa kupeleka au kueneza arguments.
Kuelewa zote mbili — kukusanya na unpacking — ni ufunguo wa kuandika code ya Python inayoweza kutumika tena na ya jumla, na kusoma APIs nyingi za library na decorators zinazotegemea vipengele hivi.