__init__.py 2.4 KB
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# 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.
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import copy
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import paddle
import paddle.nn as nn
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# basic_loss
from .basic_loss import LossFromOutput

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# det loss
from .det_db_loss import DBLoss
from .det_east_loss import EASTLoss
from .det_sast_loss import SASTLoss
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from .det_pse_loss import PSELoss
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from .det_fce_loss import FCELoss
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# rec loss
from .rec_ctc_loss import CTCLoss
from .rec_att_loss import AttentionLoss
from .rec_srn_loss import SRNLoss
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from .rec_ce_loss import CELoss
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from .rec_sar_loss import SARLoss
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from .rec_aster_loss import AsterLoss
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from .rec_pren_loss import PRENLoss
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from .rec_multi_loss import MultiLoss
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from .rec_vl_loss import VLLoss
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from .rec_spin_att_loss import SPINAttentionLoss
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# cls loss
from .cls_loss import ClsLoss

# e2e loss
from .e2e_pg_loss import PGLoss
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from .kie_sdmgr_loss import SDMGRLoss
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# basic loss function
from .basic_loss import DistanceLoss
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# combined loss function
from .combined_loss import CombinedLoss
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# table loss
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from .table_att_loss import TableAttentionLoss, SLALoss
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from .table_master_loss import TableMasterLoss
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# vqa token loss
from .vqa_token_layoutlm_loss import VQASerTokenLayoutLMLoss

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# sr loss
from .stroke_focus_loss import StrokeFocusLoss

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def build_loss(config):
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    support_dict = [
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        'DBLoss', 'PSELoss', 'EASTLoss', 'SASTLoss', 'FCELoss', 'CTCLoss',
        'ClsLoss', 'AttentionLoss', 'SRNLoss', 'PGLoss', 'CombinedLoss',
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        'CELoss', 'TableAttentionLoss', 'SARLoss', 'AsterLoss', 'SDMGRLoss',
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        'VQASerTokenLayoutLMLoss', 'LossFromOutput', 'PRENLoss', 'MultiLoss',
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        'TableMasterLoss', 'SPINAttentionLoss', 'VLLoss', 'StrokeFocusLoss',
        'SLALoss'
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    ]
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    config = copy.deepcopy(config)
    module_name = config.pop('name')
    assert module_name in support_dict, Exception('loss only support {}'.format(
        support_dict))
    module_class = eval(module_name)(**config)
    return module_class