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black linting for layoutmodel
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src/layoutparser/models/layoutmodel.py

Lines changed: 21 additions & 25 deletions
Original file line numberDiff line numberDiff line change
@@ -8,34 +8,34 @@
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from PIL import Image
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import numpy as np
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__all__ = ['Detectron2LayoutModel']
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__all__ = ["Detectron2LayoutModel"]
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class BaseLayoutModel(ABC):
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@abstractmethod
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def detect(self): pass
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def detect(self):
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pass
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class Detectron2LayoutModel(BaseLayoutModel):
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"""Create a Detectron2-based Layout Detection Model
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Args:
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config_path (:obj:`str`):
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The path to the configuration file.
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model_path (:obj:`str`, None):
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The path to the saved weights of the model.
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If set, overwrite the weights in the configuration file.
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config_path (:obj:`str`):
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The path to the configuration file.
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model_path (:obj:`str`, None):
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The path to the saved weights of the model.
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If set, overwrite the weights in the configuration file.
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Defaults to `None`.
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label_map (:obj:`dict`, optional):
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label_map (:obj:`dict`, optional):
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The map from the model prediction (ids) to real
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word labels (strings).
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word labels (strings).
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Defaults to `None`.
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extra_config (:obj:`list`, optional):
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Extra configuration passed to the Detectron2 model
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configuration. The argument will be used in the `merge_from_list
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extra_config (:obj:`list`, optional):
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Extra configuration passed to the Detectron2 model
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configuration. The argument will be used in the `merge_from_list
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<https://detectron2.readthedocs.io/modules/config.html
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#detectron2.config.CfgNode.merge_from_list>`_ function.
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#detectron2.config.CfgNode.merge_from_list>`_ function.
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Defaults to `[]`.
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Examples::
@@ -45,10 +45,7 @@ class Detectron2LayoutModel(BaseLayoutModel):
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"""
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def __init__(self, config_path,
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model_path=None,
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label_map=None,
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extra_config=[]):
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def __init__(self, config_path, model_path=None, label_map=None, extra_config=[]):
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cfg = get_cfg()
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config_path = PathManager.get_local_path(config_path)
@@ -57,15 +54,15 @@ def __init__(self, config_path,
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if model_path is not None:
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cfg.MODEL.WEIGHTS = model_path
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cfg.MODEL.DEVICE = 'cuda' if torch.cuda.is_available() else 'cpu'
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cfg.MODEL.DEVICE = "cuda" if torch.cuda.is_available() else "cpu"
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self.cfg = cfg
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self.label_map = label_map
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self._create_model()
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def gather_output(self, outputs):
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instance_pred = outputs['instances'].to("cpu")
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instance_pred = outputs["instances"].to("cpu")
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layout = Layout()
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scores = instance_pred.scores.tolist()
@@ -79,9 +76,8 @@ def gather_output(self, outputs):
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label = self.label_map.get(label, label)
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cur_block = TextBlock(
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Rectangle(x_1, y_1, x_2, y_2),
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type=label,
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score=score)
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Rectangle(x_1, y_1, x_2, y_2), type=label, score=score
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)
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layout.append(cur_block)
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return layout
@@ -101,8 +97,8 @@ def detect(self, image):
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# Convert PIL Image Input
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if isinstance(image, Image.Image):
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if image.mode != 'RGB':
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image = image.convert('RGB')
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if image.mode != "RGB":
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image = image.convert("RGB")
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image = np.array(image)
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outputs = self.model(image)

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