145 lines
4.7 KiB
Python
145 lines
4.7 KiB
Python
# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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__all__ = ["build_backbone"]
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def build_backbone(config, model_type):
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if model_type == "det" or model_type == "table":
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from .det_mobilenet_v3 import MobileNetV3
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from .det_resnet import ResNet
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from .det_resnet_vd import ResNet_vd
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from .det_resnet_vd_sast import ResNet_SAST
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from .det_pp_lcnet import PPLCNet
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from .rec_lcnetv3 import PPLCNetV3
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from .rec_hgnet import PPHGNet_small
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from .rec_vit import ViT
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from .det_pp_lcnet_v2 import PPLCNetV2_base
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from .rec_repvit import RepSVTR_det
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from .rec_vary_vit import Vary_VIT_B
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support_dict = [
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"MobileNetV3",
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"ResNet",
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"ResNet_vd",
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"ResNet_SAST",
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"PPLCNet",
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"PPLCNetV3",
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"PPHGNet_small",
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"PPLCNetV2_base",
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"RepSVTR_det",
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"Vary_VIT_B",
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]
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if model_type == "table":
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from .table_master_resnet import TableResNetExtra
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support_dict.append("TableResNetExtra")
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elif model_type == "rec" or model_type == "cls":
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from .rec_mobilenet_v3 import MobileNetV3
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from .rec_resnet_vd import ResNet
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from .rec_resnet_fpn import ResNetFPN
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from .rec_mv1_enhance import MobileNetV1Enhance
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from .rec_nrtr_mtb import MTB
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from .rec_resnet_31 import ResNet31
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from .rec_resnet_32 import ResNet32
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from .rec_resnet_45 import ResNet45
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from .rec_resnet_aster import ResNet_ASTER
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from .rec_micronet import MicroNet
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from .rec_efficientb3_pren import EfficientNetb3_PREN
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from .rec_svtrnet import SVTRNet
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from .rec_vitstr import ViTSTR
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from .rec_resnet_rfl import ResNetRFL
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from .rec_densenet import DenseNet
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from .rec_resnetv2 import ResNetV2
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from .rec_hybridvit import HybridTransformer
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from .rec_donut_swin import DonutSwinModel
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from .rec_shallow_cnn import ShallowCNN
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from .rec_lcnetv3 import PPLCNetV3
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from .rec_hgnet import PPHGNet_small
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from .rec_vit_parseq import ViTParseQ
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from .rec_repvit import RepSVTR
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from .rec_svtrv2 import SVTRv2
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from .rec_vary_vit import Vary_VIT_B, Vary_VIT_B_Formula
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from .rec_pphgnetv2 import PPHGNetV2_B4
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support_dict = [
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"MobileNetV1Enhance",
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"MobileNetV3",
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"ResNet",
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"ResNetFPN",
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"MTB",
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"ResNet31",
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"ResNet45",
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"ResNet_ASTER",
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"MicroNet",
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"EfficientNetb3_PREN",
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"SVTRNet",
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"ViTSTR",
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"ResNet32",
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"ResNetRFL",
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"DenseNet",
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"ShallowCNN",
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"PPLCNetV3",
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"PPHGNet_small",
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"ViTParseQ",
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"ViT",
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"RepSVTR",
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"SVTRv2",
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"ResNetV2",
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"HybridTransformer",
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"DonutSwinModel",
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"Vary_VIT_B",
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"PPHGNetV2_B4",
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"Vary_VIT_B_Formula",
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]
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elif model_type == "e2e":
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from .e2e_resnet_vd_pg import ResNet
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support_dict = ["ResNet"]
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elif model_type == "kie":
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from .kie_unet_sdmgr import Kie_backbone
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from .vqa_layoutlm import (
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LayoutLMForSer,
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LayoutLMv2ForSer,
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LayoutLMv2ForRe,
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LayoutXLMForSer,
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LayoutXLMForRe,
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)
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support_dict = [
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"Kie_backbone",
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"LayoutLMForSer",
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"LayoutLMv2ForSer",
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"LayoutLMv2ForRe",
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"LayoutXLMForSer",
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"LayoutXLMForRe",
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]
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elif model_type == "table":
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from .table_resnet_vd import ResNet
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from .table_mobilenet_v3 import MobileNetV3
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from .rec_vary_vit import Vary_VIT_B
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support_dict = ["ResNet", "MobileNetV3", "Vary_VIT_B"]
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else:
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raise NotImplementedError
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module_name = config.pop("name")
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assert module_name in support_dict, Exception(
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"when model typs is {}, backbone only support {}".format(
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model_type, support_dict
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)
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)
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module_class = eval(module_name)(**config)
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return module_class
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