from dataclasses import asdict, astuple, dataclass, fields
from typing import Any, NamedTuple
[docs]
class StatsFields(NamedTuple):
name: str
i: int
quantization: str
params: int
mem_params: int
accuracy: float # between 0 and 1
avg_time: float # in seconds
rom_size: int # in bytes
ram_size: int # in bytes
[docs]
@dataclass
class Stats:
name: str = ''
i: int = -1
quantization: str = 'float32'
params: int = -1
mem_params: int = -1
accuracy: float = -1 # between 0 and 1
avg_time: float = -1 # in seconds
rom_size: int = -1 # in bytes
ram_size: int = -1 # in bytes
[docs]
@classmethod
def fieldnames(cls) -> tuple[str, ...]:
return tuple(f.name for f in fields(Stats))
[docs]
def asdict(self) -> dict[str, Any]:
return asdict(self)
[docs]
def astuple(self) -> tuple[Any, ...]:
return astuple(self)
[docs]
def asnamedtuple(self) -> StatsFields:
return StatsFields(**asdict(self))