Interesting performance of creating objects via normal class, data class and named tuple
Looking here, and referred PEP-557. There is additional method - post_init. To validate that please use @dataclass(init=False)
- in that case the method should not be called.
UPDATE
Looks like my initial explanation was a bit naive. tl;dr:
In Python everything is a dict. In case of data class there are more entries in that dict, so in turn that takes more time to put them there.
How that change happened? @Arne's comment spotted that I'm missing something here. I did sample code:
from dataclasses import dataclassimport time@dataclassclass Position: lon: float = 0.0 lat: float = 0.0start_time = time.time()for i in range(100000): p = Position(lon=1.0, lat=1.0)elapsed = time.time() - start_timeprint(f"dataclass {elapsed}")print(dir(p))class Position2: lon: float = 0.0 lat: float = 0.0 def __init__(self, lon, lat): self.lon = lon self.lat = latstart_time = time.time()for i in range(100000): p = Position2(lon=1.0, lat=1.0)elapsed = time.time() - start_timeprint(f"just class {elapsed}")print(dir(p))start_time = time.time()for i in range(100000): p = {"lon": 1.0, "lat": 1.0}elapsed = time.time() - start_timeprint(f"dict {elapsed}")
With results:
/usr/bin/python3.8 ...../test.pydataclass 0.16358232498168945['__annotations__', '__class__', '__dataclass_fields__', '__dataclass_params__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', '__weakref__', 'lat', 'lon']just class 0.1495649814605713['__annotations__', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__str__', '__subclasshook__', '__weakref__', 'lat', 'lon']dict 0.028212785720825195Process finished with exit code 0
Dict
example is for reference.
Looked into dataclass, this function:
(489) def _init_fn(fields, frozen, has_post_init, self_name, globals):
is responsible for creation of constructor. As Arne spotted - post_init code is optional, and not generated. I had other idea, that there is some work around fields, but:
In [5]: p = Position(lat = 1.1, lon=2.2) In [7]: p.lat.__class__ Out[7]: float
so there is no additional wraps / code here. From all of that the only additional stuff I saw - is that more methods.