修改为东南天坐标系
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from __future__ import annotations
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import copy
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import re
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from typing import IO, Any, Callable, Literal
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from unstructured.chunking import add_chunking_strategy
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from unstructured.cleaners.core import (
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auto_paragraph_grouper,
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clean_bullets,
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)
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from unstructured.documents.coordinates import CoordinateSystem
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from unstructured.documents.elements import (
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Address,
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Element,
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ElementMetadata,
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EmailAddress,
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Footer,
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Header,
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ListItem,
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NarrativeText,
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Text,
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Title,
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)
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from unstructured.file_utils.encoding import read_txt_file
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from unstructured.file_utils.model import FileType
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from unstructured.nlp.patterns import PARAGRAPH_PATTERN, UNICODE_BULLETS_RE
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from unstructured.partition.common.common import exactly_one
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from unstructured.partition.common.metadata import apply_metadata, get_last_modified_date
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from unstructured.partition.text_type import (
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is_bulleted_text,
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is_email_address,
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is_possible_narrative_text,
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is_possible_numbered_list,
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is_possible_title,
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is_us_city_state_zip,
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)
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@apply_metadata(FileType.TXT)
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@add_chunking_strategy
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def partition_text(
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filename: str | None = None,
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*,
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file: IO[bytes] | None = None,
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encoding: str | None = None,
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text: str | None = None,
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paragraph_grouper: Callable[[str], str] | Literal[False] | None = None,
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detection_origin: str | None = "text",
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**kwargs: Any,
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) -> list[Element]:
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"""Partition a .txt documents into its constituent paragraph elements.
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If paragraphs are below "min_partition" or above "max_partition" boundaries,
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they are combined or split.
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Parameters
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----------
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filename
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A string defining the target filename path.
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file
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A file-like object using "rb" mode --> open(filename, "rb").
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encoding
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The encoding method used to decode the input bytes when drawn from `filename` or `file`.
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Defaults to "utf-8".
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text
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The string representation of the .txt document.
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paragrapher_grouper
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A str -> str function for fixing paragraphs that are interrupted by line breaks
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for formatting purposes.
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"""
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if text is not None and text.strip() == "" and not file and not filename:
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return []
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# -- Verify that only one of the arguments was provided --
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exactly_one(filename=filename, file=file, text=text)
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file_text = ""
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if filename is not None:
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encoding, file_text = read_txt_file(filename=filename, encoding=encoding)
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elif file is not None:
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encoding, file_text = read_txt_file(file=file, encoding=encoding)
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elif text is not None:
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file_text = str(text)
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if paragraph_grouper is False:
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pass
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elif paragraph_grouper is not None:
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file_text = paragraph_grouper(file_text)
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else:
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file_text = auto_paragraph_grouper(file_text)
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file_content = _split_by_paragraph(file_text)
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elements: list[Element] = []
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metadata = ElementMetadata(
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last_modified=get_last_modified_date(filename) if filename else None,
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)
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metadata.detection_origin = detection_origin
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for ctext in file_content:
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ctext = ctext.strip()
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if ctext and not _is_empty_bullet(ctext):
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element = element_from_text(ctext)
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element.metadata = copy.deepcopy(metadata)
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elements.append(element)
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return elements
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def element_from_text(
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text: str,
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coordinates: tuple[tuple[float, float], ...] | None = None,
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coordinate_system: CoordinateSystem | None = None,
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) -> Element:
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if _is_in_header_position(coordinates, coordinate_system):
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return Header(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif _is_in_footer_position(coordinates, coordinate_system):
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return Footer(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif is_bulleted_text(text):
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clean_text = clean_bullets(text)
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return ListItem(
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text=clean_text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif is_email_address(text):
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return EmailAddress(text=text)
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elif is_us_city_state_zip(text):
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return Address(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif is_possible_numbered_list(text):
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return ListItem(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif is_possible_narrative_text(text):
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return NarrativeText(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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elif is_possible_title(text):
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return Title(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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else:
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return Text(
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text=text,
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coordinates=coordinates,
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coordinate_system=coordinate_system,
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)
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# ================================================================================================
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# HELPER FUNCTIONS
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# ================================================================================================
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def _get_height_percentage(
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coordinates: tuple[tuple[float, float], ...],
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coordinate_system: CoordinateSystem,
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) -> float:
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avg_y = sum(coordinate[1] for coordinate in coordinates) / len(coordinates)
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return avg_y / coordinate_system.height
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def _is_empty_bullet(text: str) -> bool:
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"""Checks if input text is an empty bullet."""
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return bool(UNICODE_BULLETS_RE.match(text) and len(text) == 1)
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def _is_in_footer_position(
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coordinates: tuple[tuple[float, float], ...] | None,
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coordinate_system: CoordinateSystem | None,
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threshold: float = 0.93,
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) -> bool:
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"""Checks to see if the position of the text indicates that the text belongs
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to a footer."""
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if coordinates is None or coordinate_system is None:
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return False
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height_percentage = _get_height_percentage(coordinates, coordinate_system)
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return height_percentage > threshold
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def _is_in_header_position(
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coordinates: tuple[tuple[float, float], ...] | None,
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coordinate_system: CoordinateSystem | None,
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threshold: float = 0.07,
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) -> bool:
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"""Checks to see if the position of the text indicates that the text belongs to a header."""
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if coordinates is None or coordinate_system is None:
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return False
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height_percentage = _get_height_percentage(coordinates, coordinate_system)
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return height_percentage < threshold
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def _split_by_paragraph(file_text: str) -> list[str]:
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"""Split text into paragraphs."""
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return re.split(PARAGRAPH_PATTERN, file_text.strip())
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