EasyCV/easycv/models/builder.py

36 lines
742 B
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
from torch import nn
from easycv.utils.registry import build_from_cfg
from .registry import BACKBONES, HEADS, LOSSES, MODELS, NECKS
def build(cfg, registry, default_args=None):
if isinstance(cfg, list):
modules = [
build_from_cfg(cfg_, registry, default_args) for cfg_ in cfg
]
return nn.Sequential(*modules)
else:
return build_from_cfg(cfg, registry, default_args)
def build_backbone(cfg):
return build(cfg, BACKBONES)
def build_neck(cfg):
return build(cfg, NECKS)
def build_head(cfg):
return build(cfg, HEADS)
def build_loss(cfg):
return build(cfg, LOSSES)
def build_model(cfg):
return build(cfg, MODELS)