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- # Copyright (c) 2025 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 abc
- from .._utils.cli import (
- add_simple_inference_args,
- get_subcommand_args,
- perform_simple_inference,
- str2bool,
- )
- from .base import PaddleXPredictorWrapper, PredictorCLISubcommandExecutor
- class ObjectDetection(PaddleXPredictorWrapper):
- def __init__(
- self,
- *,
- img_size=None,
- threshold=None,
- layout_nms=None,
- layout_unclip_ratio=None,
- layout_merge_bboxes_mode=None,
- **kwargs,
- ):
- self._extra_init_args = {
- "img_size": img_size,
- "threshold": threshold,
- "layout_nms": layout_nms,
- "layout_unclip_ratio": layout_unclip_ratio,
- "layout_merge_bboxes_mode": layout_merge_bboxes_mode,
- }
- super().__init__(**kwargs)
- def _get_extra_paddlex_predictor_init_args(self):
- return self._extra_init_args
- class ObjectDetectionSubcommandExecutor(PredictorCLISubcommandExecutor):
- def _update_subparser(self, subparser):
- add_simple_inference_args(subparser)
- subparser.add_argument(
- "--img_size",
- type=int,
- help="Input image size (w, h).",
- )
- subparser.add_argument(
- "--threshold",
- type=float,
- help="Threshold for filtering out low-confidence predictions.",
- )
- subparser.add_argument(
- "--layout_nms",
- type=str2bool,
- help="Whether to use layout-aware NMS.",
- )
- subparser.add_argument(
- "--layout_unclip_ratio",
- type=float,
- help="Ratio of unclipping the bounding box.",
- )
- subparser.add_argument(
- "--layout_merge_bboxes_mode",
- type=str,
- help="Mode for merging bounding boxes.",
- )
- @property
- @abc.abstractmethod
- def wrapper_cls(self):
- raise NotImplementedError
- def execute_with_args(self, args):
- params = get_subcommand_args(args)
- perform_simple_inference(self.wrapper_cls, params)
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