model.py

from operator import itemgetter
from .__common__ import *
from utils import netio
from utils.args import BaseArgs


model_classes: dict[str, "Model"] = {}


class Model(nn.Module):
    class Args(BaseArgs):
        color: str = "rgb"
        coord: str = "gl"
    args: Args
    color: Color

    def __init__(self, args: Args):
        super().__init__()
        self.args = args
        self.color = Color[self.args.color]

    # stub method
    def __call__(self, rays: Rays, *outputs: str, **args) -> ReturnData:
        ...

    def forward(self, rays: Rays, *outputs: str, **args) -> ReturnData:
        raise NotImplementedError()

    @staticmethod
    def get_class(typename: str) -> Type["Model"] | None:
        return model_classes.get(typename)

    @staticmethod
    def create(typename: str, args: dict|Args) -> "Model":
        ModelCls = Model.get_class(typename)
        if ModelCls is None:
            raise ValueError(f"Model {typename} is not found")
        if isinstance(args, dict):
            args = ModelCls.Args(**args)
        return ModelCls(args)

    @staticmethod
    def load(path: PathLike) -> "Model":
        ckpt = netio.load_checkpoint(Path(path))[0]
        model_type, model_args = itemgetter("model", "model_args")(ckpt["args"])
        model = Model.create(model_type, model_args)
        model.load_state_dict(ckpt["states"]["model"])
        return model