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"""Numpydoc-style docstring parsing. |
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:see: https://numpydoc.readthedocs.io/en/latest/format.html |
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""" |
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import inspect |
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import itertools |
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import re |
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import typing as T |
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from textwrap import dedent |
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from .common import ( |
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Docstring, |
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DocstringDeprecated, |
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DocstringExample, |
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DocstringMeta, |
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DocstringParam, |
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DocstringRaises, |
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DocstringReturns, |
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DocstringStyle, |
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RenderingStyle, |
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) |
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def _pairwise(iterable: T.Iterable, end=None) -> T.Iterable: |
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left, right = itertools.tee(iterable) |
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next(right, None) |
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return itertools.zip_longest(left, right, fillvalue=end) |
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def _clean_str(string: str) -> T.Optional[str]: |
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string = string.strip() |
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if len(string) > 0: |
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return string |
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return None |
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KV_REGEX = re.compile(r"^[^\s].*$", flags=re.M) |
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PARAM_KEY_REGEX = re.compile(r"^(?P<name>.*?)(?:\s*:\s*(?P<type>.*?))?$") |
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PARAM_OPTIONAL_REGEX = re.compile(r"(?P<type>.*?)(?:, optional|\(optional\))$") |
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PARAM_DEFAULT_REGEX = re.compile( |
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r"(?<!\S)[Dd]efault(?: is | = |: |s to |)\s*(?P<value>[\w\-\.]*\w)" |
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) |
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RETURN_KEY_REGEX = re.compile(r"^(?:(?P<name>.*?)\s*:\s*)?(?P<type>.*?)$") |
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class Section: |
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"""Numpydoc section parser. |
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:param title: section title. For most sections, this is a heading like |
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"Parameters" which appears on its own line, underlined by |
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en-dashes ('-') on the following line. |
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:param key: meta key string. In the parsed ``DocstringMeta`` instance this |
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will be the first element of the ``args`` attribute list. |
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""" |
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def __init__(self, title: str, key: str) -> None: |
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self.title = title |
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self.key = key |
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@property |
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def title_pattern(self) -> str: |
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"""Regular expression pattern matching this section's header. |
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This pattern will match this instance's ``title`` attribute in |
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an anonymous group. |
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""" |
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dashes = "-" * len(self.title) |
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return rf"^({self.title})\s*?\n{dashes}\s*$" |
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def parse(self, text: str) -> T.Iterable[DocstringMeta]: |
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"""Parse ``DocstringMeta`` objects from the body of this section. |
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:param text: section body text. Should be cleaned with |
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``inspect.cleandoc`` before parsing. |
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""" |
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yield DocstringMeta([self.key], description=_clean_str(text)) |
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class _KVSection(Section): |
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"""Base parser for numpydoc sections with key-value syntax. |
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E.g. sections that look like this: |
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key |
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value |
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key2 : type |
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values can also span... |
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... multiple lines |
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""" |
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def _parse_item(self, key: str, value: str) -> DocstringMeta: |
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pass |
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def parse(self, text: str) -> T.Iterable[DocstringMeta]: |
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for match, next_match in _pairwise(KV_REGEX.finditer(text)): |
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start = match.end() |
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end = next_match.start() if next_match is not None else None |
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value = text[start:end] |
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yield self._parse_item( |
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key=match.group(), value=inspect.cleandoc(value) |
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) |
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class _SphinxSection(Section): |
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"""Base parser for numpydoc sections with sphinx-style syntax. |
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E.g. sections that look like this: |
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.. title:: something |
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possibly over multiple lines |
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""" |
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@property |
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def title_pattern(self) -> str: |
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return rf"^\.\.\s*({self.title})\s*::" |
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class ParamSection(_KVSection): |
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"""Parser for numpydoc parameter sections. |
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E.g. any section that looks like this: |
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arg_name |
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arg_description |
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arg_2 : type, optional |
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descriptions can also span... |
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... multiple lines |
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""" |
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def _parse_item(self, key: str, value: str) -> DocstringParam: |
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match = PARAM_KEY_REGEX.match(key) |
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arg_name = type_name = is_optional = None |
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if match is not None: |
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arg_name = match.group("name") |
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type_name = match.group("type") |
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if type_name is not None: |
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optional_match = PARAM_OPTIONAL_REGEX.match(type_name) |
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if optional_match is not None: |
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type_name = optional_match.group("type") |
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is_optional = True |
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else: |
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is_optional = False |
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default = None |
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if len(value) > 0: |
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default_match = PARAM_DEFAULT_REGEX.search(value) |
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if default_match is not None: |
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default = default_match.group("value") |
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return DocstringParam( |
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args=[self.key, arg_name], |
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description=_clean_str(value), |
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arg_name=arg_name, |
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type_name=type_name, |
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is_optional=is_optional, |
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default=default, |
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) |
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class RaisesSection(_KVSection): |
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"""Parser for numpydoc raises sections. |
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E.g. any section that looks like this: |
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ValueError |
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A description of what might raise ValueError |
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""" |
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def _parse_item(self, key: str, value: str) -> DocstringRaises: |
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return DocstringRaises( |
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args=[self.key, key], |
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description=_clean_str(value), |
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type_name=key if len(key) > 0 else None, |
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) |
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class ReturnsSection(_KVSection): |
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"""Parser for numpydoc returns sections. |
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E.g. any section that looks like this: |
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return_name : type |
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A description of this returned value |
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another_type |
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Return names are optional, types are required |
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""" |
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is_generator = False |
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def _parse_item(self, key: str, value: str) -> DocstringReturns: |
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match = RETURN_KEY_REGEX.match(key) |
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if match is not None: |
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return_name = match.group("name") |
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type_name = match.group("type") |
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else: |
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return_name = None |
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type_name = None |
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return DocstringReturns( |
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args=[self.key], |
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description=_clean_str(value), |
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type_name=type_name, |
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is_generator=self.is_generator, |
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return_name=return_name, |
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) |
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class YieldsSection(ReturnsSection): |
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"""Parser for numpydoc generator "yields" sections.""" |
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is_generator = True |
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class DeprecationSection(_SphinxSection): |
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"""Parser for numpydoc "deprecation warning" sections.""" |
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def parse(self, text: str) -> T.Iterable[DocstringDeprecated]: |
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version, desc, *_ = text.split(sep="\n", maxsplit=1) + [None, None] |
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if desc is not None: |
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desc = _clean_str(inspect.cleandoc(desc)) |
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yield DocstringDeprecated( |
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args=[self.key], description=desc, version=_clean_str(version) |
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) |
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class ExamplesSection(Section): |
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"""Parser for numpydoc examples sections. |
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E.g. any section that looks like this: |
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>>> import numpy.matlib |
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>>> np.matlib.empty((2, 2)) # filled with random data |
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matrix([[ 6.76425276e-320, 9.79033856e-307], # random |
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[ 7.39337286e-309, 3.22135945e-309]]) |
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>>> np.matlib.empty((2, 2), dtype=int) |
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matrix([[ 6600475, 0], # random |
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[ 6586976, 22740995]]) |
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""" |
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def parse(self, text: str) -> T.Iterable[DocstringMeta]: |
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"""Parse ``DocstringExample`` objects from the body of this section. |
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:param text: section body text. Should be cleaned with |
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``inspect.cleandoc`` before parsing. |
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""" |
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lines = dedent(text).strip().splitlines() |
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while lines: |
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snippet_lines = [] |
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description_lines = [] |
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while lines: |
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if not lines[0].startswith(">>>"): |
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break |
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snippet_lines.append(lines.pop(0)) |
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while lines: |
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if lines[0].startswith(">>>"): |
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break |
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description_lines.append(lines.pop(0)) |
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yield DocstringExample( |
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[self.key], |
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snippet="\n".join(snippet_lines) if snippet_lines else None, |
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description="\n".join(description_lines), |
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) |
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DEFAULT_SECTIONS = [ |
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ParamSection("Parameters", "param"), |
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ParamSection("Params", "param"), |
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ParamSection("Arguments", "param"), |
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ParamSection("Args", "param"), |
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ParamSection("Other Parameters", "other_param"), |
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ParamSection("Other Params", "other_param"), |
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ParamSection("Other Arguments", "other_param"), |
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ParamSection("Other Args", "other_param"), |
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ParamSection("Receives", "receives"), |
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ParamSection("Receive", "receives"), |
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RaisesSection("Raises", "raises"), |
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RaisesSection("Raise", "raises"), |
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RaisesSection("Warns", "warns"), |
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RaisesSection("Warn", "warns"), |
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ParamSection("Attributes", "attribute"), |
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ParamSection("Attribute", "attribute"), |
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ReturnsSection("Returns", "returns"), |
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ReturnsSection("Return", "returns"), |
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YieldsSection("Yields", "yields"), |
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YieldsSection("Yield", "yields"), |
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ExamplesSection("Examples", "examples"), |
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ExamplesSection("Example", "examples"), |
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Section("Warnings", "warnings"), |
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Section("Warning", "warnings"), |
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Section("See Also", "see_also"), |
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Section("Related", "see_also"), |
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Section("Notes", "notes"), |
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Section("Note", "notes"), |
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Section("References", "references"), |
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Section("Reference", "references"), |
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DeprecationSection("deprecated", "deprecation"), |
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] |
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class NumpydocParser: |
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"""Parser for numpydoc-style docstrings.""" |
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def __init__(self, sections: T.Optional[T.Dict[str, Section]] = None): |
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"""Setup sections. |
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:param sections: Recognized sections or None to defaults. |
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""" |
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sections = sections or DEFAULT_SECTIONS |
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self.sections = {s.title: s for s in sections} |
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self._setup() |
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def _setup(self): |
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self.titles_re = re.compile( |
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r"|".join(s.title_pattern for s in self.sections.values()), |
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flags=re.M, |
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) |
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def add_section(self, section: Section): |
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"""Add or replace a section. |
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:param section: The new section. |
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""" |
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self.sections[section.title] = section |
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self._setup() |
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def parse(self, text: str) -> Docstring: |
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"""Parse the numpy-style docstring into its components. |
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:returns: parsed docstring |
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""" |
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ret = Docstring(style=DocstringStyle.NUMPYDOC) |
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if not text: |
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return ret |
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text = inspect.cleandoc(text) |
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match = self.titles_re.search(text) |
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if match: |
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desc_chunk = text[: match.start()] |
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meta_chunk = text[match.start() :] |
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else: |
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desc_chunk = text |
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meta_chunk = "" |
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parts = desc_chunk.split("\n", 1) |
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ret.short_description = parts[0] or None |
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if len(parts) > 1: |
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long_desc_chunk = parts[1] or "" |
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ret.blank_after_short_description = long_desc_chunk.startswith( |
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"\n" |
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) |
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ret.blank_after_long_description = long_desc_chunk.endswith("\n\n") |
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ret.long_description = long_desc_chunk.strip() or None |
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for match, nextmatch in _pairwise(self.titles_re.finditer(meta_chunk)): |
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title = next(g for g in match.groups() if g is not None) |
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factory = self.sections[title] |
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start = match.end() |
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end = nextmatch.start() if nextmatch is not None else None |
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ret.meta.extend(factory.parse(meta_chunk[start:end])) |
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return ret |
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def parse(text: str) -> Docstring: |
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"""Parse the numpy-style docstring into its components. |
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:returns: parsed docstring |
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""" |
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return NumpydocParser().parse(text) |
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def compose( |
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docstring: Docstring, |
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rendering_style: RenderingStyle = RenderingStyle.COMPACT, |
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indent: str = " ", |
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) -> str: |
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"""Render a parsed docstring into docstring text. |
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|
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:param docstring: parsed docstring representation |
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:param rendering_style: the style to render docstrings |
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:param indent: the characters used as indentation in the docstring string |
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:returns: docstring text |
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""" |
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def process_one( |
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one: T.Union[DocstringParam, DocstringReturns, DocstringRaises], |
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): |
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if isinstance(one, DocstringParam): |
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head = one.arg_name |
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|
elif isinstance(one, DocstringReturns): |
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|
head = one.return_name |
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|
else: |
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head = None |
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if one.type_name and head: |
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head += f" : {one.type_name}" |
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|
elif one.type_name: |
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|
head = one.type_name |
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|
elif not head: |
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head = "" |
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if isinstance(one, DocstringParam) and one.is_optional: |
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head += ", optional" |
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|
if one.description: |
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|
body = f"\n{indent}".join([head] + one.description.splitlines()) |
|
|
parts.append(body) |
|
|
else: |
|
|
parts.append(head) |
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|
|
def process_sect(name: str, args: T.List[T.Any]): |
|
|
if args: |
|
|
parts.append("") |
|
|
parts.append(name) |
|
|
parts.append("-" * len(parts[-1])) |
|
|
for arg in args: |
|
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process_one(arg) |
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|
|
|
parts: T.List[str] = [] |
|
|
if docstring.short_description: |
|
|
parts.append(docstring.short_description) |
|
|
if docstring.blank_after_short_description: |
|
|
parts.append("") |
|
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|
|
|
if docstring.deprecation: |
|
|
first = ".. deprecated::" |
|
|
if docstring.deprecation.version: |
|
|
first += f" {docstring.deprecation.version}" |
|
|
if docstring.deprecation.description: |
|
|
rest = docstring.deprecation.description.splitlines() |
|
|
else: |
|
|
rest = [] |
|
|
sep = f"\n{indent}" |
|
|
parts.append(sep.join([first] + rest)) |
|
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|
|
|
if docstring.long_description: |
|
|
parts.append(docstring.long_description) |
|
|
if docstring.blank_after_long_description: |
|
|
parts.append("") |
|
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|
|
|
process_sect( |
|
|
"Parameters", |
|
|
[item for item in docstring.params or [] if item.args[0] == "param"], |
|
|
) |
|
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|
|
|
process_sect( |
|
|
"Attributes", |
|
|
[ |
|
|
item |
|
|
for item in docstring.params or [] |
|
|
if item.args[0] == "attribute" |
|
|
], |
|
|
) |
|
|
|
|
|
process_sect( |
|
|
"Returns", |
|
|
[ |
|
|
item |
|
|
for item in docstring.many_returns or [] |
|
|
if not item.is_generator |
|
|
], |
|
|
) |
|
|
|
|
|
process_sect( |
|
|
"Yields", |
|
|
[item for item in docstring.many_returns or [] if item.is_generator], |
|
|
) |
|
|
|
|
|
if docstring.returns and not docstring.many_returns: |
|
|
ret = docstring.returns |
|
|
parts.append("Yields" if ret else "Returns") |
|
|
parts.append("-" * len(parts[-1])) |
|
|
process_one(ret) |
|
|
|
|
|
process_sect( |
|
|
"Receives", |
|
|
[ |
|
|
item |
|
|
for item in docstring.params or [] |
|
|
if item.args[0] == "receives" |
|
|
], |
|
|
) |
|
|
|
|
|
process_sect( |
|
|
"Other Parameters", |
|
|
[ |
|
|
item |
|
|
for item in docstring.params or [] |
|
|
if item.args[0] == "other_param" |
|
|
], |
|
|
) |
|
|
|
|
|
process_sect( |
|
|
"Raises", |
|
|
[item for item in docstring.raises or [] if item.args[0] == "raises"], |
|
|
) |
|
|
|
|
|
process_sect( |
|
|
"Warns", |
|
|
[item for item in docstring.raises or [] if item.args[0] == "warns"], |
|
|
) |
|
|
|
|
|
for meta in docstring.meta: |
|
|
if isinstance( |
|
|
meta, |
|
|
( |
|
|
DocstringDeprecated, |
|
|
DocstringParam, |
|
|
DocstringReturns, |
|
|
DocstringRaises, |
|
|
), |
|
|
): |
|
|
continue |
|
|
|
|
|
parts.append("") |
|
|
parts.append(meta.args[0].replace("_", "").title()) |
|
|
parts.append("-" * len(meta.args[0])) |
|
|
|
|
|
if meta.description: |
|
|
parts.append(meta.description) |
|
|
|
|
|
return "\n".join(parts) |
|
|
|