修改为东南天坐标系
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"""Handles dispatch of elements to a chunking-strategy by name.
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Also provides the `@add_chunking_strategy` decorator which is the chief current user of "by-name"
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chunking dispatch.
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"""
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from __future__ import annotations
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import dataclasses as dc
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import functools
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import inspect
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from typing import Any, Callable, Iterable, Optional, Protocol
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from typing_extensions import ParamSpec
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from unstructured.chunking.basic import chunk_elements
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from unstructured.chunking.title import chunk_by_title
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from unstructured.documents.elements import Element
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from unstructured.utils import get_call_args_applying_defaults, lazyproperty
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_P = ParamSpec("_P")
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class Chunker(Protocol):
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"""Abstract interface for chunking functions."""
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def __call__(
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self, elements: Iterable[Element], *, max_characters: Optional[int]
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) -> list[Element]:
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"""A chunking function must have this signature.
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In particular it must minimally have an `elements` parameter and all chunkers will have a
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`max_characters` parameter (doesn't need to follow `elements` directly). All others can
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vary by chunker.
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"""
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...
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def add_chunking_strategy(func: Callable[_P, list[Element]]) -> Callable[_P, list[Element]]:
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"""Decorator for chunking text.
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Chunks the element sequence produced by the partitioner it decorates when a `chunking_strategy`
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argument is present in the partitioner call and it names an available chunking strategy.
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"""
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# -- Patch the docstring of the decorated function to add chunking strategy and
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# -- chunking-related argument documentation. This only applies when `chunking_strategy`
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# -- is an explicit argument of the decorated function and "chunking_strategy" is not
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# -- already mentioned in the docstring.
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if func.__doc__ and (
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"chunking_strategy" in func.__code__.co_varnames and "chunking_strategy" not in func.__doc__
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):
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func.__doc__ += (
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"\nchunking_strategy"
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+ "\n\tStrategy used for chunking text into larger or smaller elements."
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+ "\n\tDefaults to `None` with optional arg of 'basic' or 'by_title'."
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+ "\n\tAdditional Parameters:"
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+ "\n\t\tmultipage_sections"
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+ "\n\t\t\tIf True, sections can span multiple pages. Defaults to True."
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+ "\n\t\tcombine_text_under_n_chars"
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+ "\n\t\t\tCombines elements (for example a series of titles) until a section"
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+ "\n\t\t\treaches a length of n characters. Only applies to 'by_title' strategy."
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+ "\n\t\tnew_after_n_chars"
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+ "\n\t\t\tCuts off chunks once they reach a length of n characters; a soft max."
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+ "\n\t\tmax_characters"
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+ "\n\t\t\tChunks elements text and text_as_html (if present) into chunks"
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+ "\n\t\t\tof length n characters, a hard max."
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)
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@functools.wraps(func)
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def wrapper(*args: _P.args, **kwargs: _P.kwargs) -> list[Element]:
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"""The decorated function is replaced with this one."""
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# -- call the partitioning function to get the elements --
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elements = func(*args, **kwargs)
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# -- look for a chunking-strategy argument --
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call_args = get_call_args_applying_defaults(func, *args, **kwargs)
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chunking_strategy = call_args.pop("chunking_strategy", None)
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# -- no chunking-strategy means no chunking --
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if chunking_strategy is None:
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return elements
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# -- otherwise, chunk away :) --
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return chunk(elements, chunking_strategy, **call_args)
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return wrapper
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def chunk(elements: Iterable[Element], chunking_strategy: str, **kwargs: Any) -> list[Element]:
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"""Dispatch chunking of `elements` to the chunking function for `chunking_strategy`."""
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chunker_spec = _chunker_registry.get(chunking_strategy)
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if chunker_spec is None:
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raise ValueError(f"unrecognized chunking strategy {repr(chunking_strategy)}")
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# -- `kwargs` will in general be an omnibus dict of all keyword arguments to the partitioner;
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# -- pick out and use only those supported by this chunker.
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chunking_kwargs = {k: v for k, v in kwargs.items() if k in chunker_spec.kw_arg_names}
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return chunker_spec.chunker(elements, **chunking_kwargs)
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def register_chunking_strategy(name: str, chunker: Chunker) -> None:
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"""Make chunker available by using `name` as `chunking_strategy` arg in partitioner call."""
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_chunker_registry[name] = _ChunkerSpec(chunker)
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@dc.dataclass(frozen=True)
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class _ChunkerSpec:
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"""A registry entry for a chunker."""
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chunker: Chunker
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"""The "chunk_by_{x}() function that implements this chunking strategy."""
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@lazyproperty
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def kw_arg_names(self) -> tuple[str, ...]:
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"""Keyword arguments supported by this chunker.
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These are all arguments other than the required `elements: list[Element]` first parameter.
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"""
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sig = inspect.signature(self.chunker)
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return tuple(key for key in sig.parameters if key != "elements")
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_chunker_registry: dict[str, _ChunkerSpec] = {
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"basic": _ChunkerSpec(chunk_elements),
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"by_title": _ChunkerSpec(chunk_by_title),
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}
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