# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. __all__ = ["build_backbone"] def build_backbone(config, model_type): if model_type == "det" or model_type == "table": from .det_mobilenet_v3 import MobileNetV3 from .det_resnet import ResNet from .det_resnet_vd import ResNet_vd from .det_resnet_vd_sast import ResNet_SAST from .det_pp_lcnet import PPLCNet support_dict = [ "MobileNetV3", "ResNet", "ResNet_vd", "ResNet_SAST", "PPLCNet" ] if model_type == "table": from .table_master_resnet import TableResNetExtra support_dict.append('TableResNetExtra') elif model_type == "rec" or model_type == "cls": from .rec_mobilenet_v3 import MobileNetV3 from .rec_resnet_vd import ResNet from .rec_resnet_fpn import ResNetFPN from .rec_mv1_enhance import MobileNetV1Enhance from .rec_nrtr_mtb import MTB from .rec_resnet_31 import ResNet31 from .rec_resnet_32 import ResNet32 from .rec_resnet_45 import ResNet45 from .rec_resnet_aster import ResNet_ASTER from .rec_micronet import MicroNet from .rec_efficientb3_pren import EfficientNetb3_PREN from .rec_svtrnet import SVTRNet from .rec_vitstr import ViTSTR from .rec_resnet_rfl import ResNetRFL from .rec_densenet import DenseNet support_dict = [ 'MobileNetV1Enhance', 'MobileNetV3', 'ResNet', 'ResNetFPN', 'MTB', 'ResNet31', 'ResNet45', 'ResNet_ASTER', 'MicroNet', 'EfficientNetb3_PREN', 'SVTRNet', 'ViTSTR', 'ResNet32', 'ResNetRFL', 'DenseNet' ] elif model_type == 'e2e': from .e2e_resnet_vd_pg import ResNet support_dict = ['ResNet'] elif model_type == 'kie': from .kie_unet_sdmgr import Kie_backbone from .vqa_layoutlm import LayoutLMForSer, LayoutLMv2ForSer, LayoutLMv2ForRe, LayoutXLMForSer, LayoutXLMForRe support_dict = [ 'Kie_backbone', 'LayoutLMForSer', 'LayoutLMv2ForSer', 'LayoutLMv2ForRe', 'LayoutXLMForSer', 'LayoutXLMForRe' ] elif model_type == 'table': from .table_resnet_vd import ResNet from .table_mobilenet_v3 import MobileNetV3 support_dict = ['ResNet', 'MobileNetV3'] else: raise NotImplementedError module_name = config.pop('name') assert module_name in support_dict, Exception( "when model typs is {}, backbone only support {}".format(model_type, support_dict)) module_class = eval(module_name)(**config) return module_class