# Copyright (c) Facebook, Inc. and its affiliates. from detectron2.layers import ShapeSpec from detectron2.utils.registry import Registry from .backbone import Backbone BACKBONE_REGISTRY = Registry("BACKBONE") BACKBONE_REGISTRY.__doc__ = """ Registry for backbones, which extract feature maps from images The registered object must be a callable that accepts two arguments: 1. A :class:`detectron2.config.CfgNode` 2. A :class:`detectron2.layers.ShapeSpec`, which contains the input shape specification. Registered object must return instance of :class:`Backbone`. """ def build_backbone(cfg, input_shape=None): """ Build a backbone from `cfg.MODEL.BACKBONE.NAME`. Returns: an instance of :class:`Backbone` """ if input_shape is None: input_shape = ShapeSpec(channels=len(cfg.MODEL.PIXEL_MEAN)) backbone_name = cfg.MODEL.BACKBONE.NAME backbone = BACKBONE_REGISTRY.get(backbone_name)(cfg, input_shape) assert isinstance(backbone, Backbone) return backbone def build_text_backbone(cfg, input_shape=None): """ Build a backbone from `cfg.MODEL.BACKBONE.NAME`. Returns: an instance of :class:`Backbone` """ if input_shape is None: input_shape = ShapeSpec(channels=len(cfg.MODEL.PIXEL_MEAN)) backbone_name = cfg.MODEL.BACKBONE.NAME backbone = BACKBONE_REGISTRY.get(backbone_name)(cfg, input_shape) assert isinstance(backbone, Backbone) return backbone