vqa_token_re_layoutlm_postprocess.py

# Copyright (c) 2021 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.
import paddle


class VQAReTokenLayoutLMPostProcess(object):
    """ Convert between text-label and text-index """

    def __init__(self, **kwargs):
        super(VQAReTokenLayoutLMPostProcess, self).__init__()

    def __call__(self, preds, label=None, *args, **kwargs):
        if label is not None:
            return self._metric(preds, label)
        else:
            return self._infer(preds, *args, **kwargs)

    def _metric(self, preds, label):
        return preds['pred_relations'], label[6], label[5]

    def _infer(self, preds, *args, **kwargs):
        ser_results = kwargs['ser_results']
        entity_idx_dict_batch = kwargs['entity_idx_dict_batch']
        pred_relations = preds['pred_relations']

        # merge relations and ocr info
        results = []
        for pred_relation, ser_result, entity_idx_dict in zip(
                pred_relations, ser_results, entity_idx_dict_batch):
            result = []
            used_tail_id = []
            for relation in pred_relation:
                if relation['tail_id'] in used_tail_id:
                    continue
                used_tail_id.append(relation['tail_id'])
                ocr_info_head = ser_result[entity_idx_dict[relation['head_id']]]
                ocr_info_tail = ser_result[entity_idx_dict[relation['tail_id']]]
                result.append((ocr_info_head, ocr_info_tail))
            results.append(result)
        return results