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import argparse
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import ast
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import importlib
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import inspect
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import logging
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import re
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import subprocess
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from typing import Set, List, Mapping, Any, Tuple, Union, Optional, Dict
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def _path_to_type(*elements: str) -> ast.AST:
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base: ast.AST = ast.Name(id=elements[0], ctx=AST_LOAD)
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for e in elements[1:]:
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base = ast.Attribute(value=base, attr=e, ctx=AST_LOAD)
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return base
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AST_LOAD = ast.Load()
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AST_ELLIPSIS = ast.Ellipsis()
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AST_STORE = ast.Store()
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AST_TYPING_ANY = _path_to_type("typing", "Any")
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GENERICS = {
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"iterable": _path_to_type("typing", "Iterable"),
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"iterator": _path_to_type("typing", "Iterator"),
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"list": _path_to_type("typing", "List"),
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}
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OBJECT_MEMBERS = dict(inspect.getmembers(object))
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BUILTINS: Dict[str, Union[None, Tuple[List[ast.AST], ast.AST]]] = {
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"__annotations__": None,
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"__bool__": ([], _path_to_type("bool")),
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"__bytes__": ([], _path_to_type("bytes")),
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"__class__": None,
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"__contains__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__del__": None,
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"__delattr__": ([_path_to_type("str")], _path_to_type("None")),
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"__delitem__": ([AST_TYPING_ANY], AST_TYPING_ANY),
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"__dict__": None,
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"__dir__": None,
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"__doc__": None,
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"__eq__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__format__": ([_path_to_type("str")], _path_to_type("str")),
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"__ge__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__getattribute__": ([_path_to_type("str")], AST_TYPING_ANY),
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"__getitem__": ([AST_TYPING_ANY], AST_TYPING_ANY),
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"__gt__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__hash__": ([], _path_to_type("int")),
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"__init__": ([], _path_to_type("None")),
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"__init_subclass__": None,
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"__iter__": ([], AST_TYPING_ANY),
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"__le__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__len__": ([], _path_to_type("int")),
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"__lt__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__module__": None,
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"__ne__": ([AST_TYPING_ANY], _path_to_type("bool")),
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"__new__": None,
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"__next__": ([], AST_TYPING_ANY),
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"__reduce__": None,
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"__reduce_ex__": None,
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"__repr__": ([], _path_to_type("str")),
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"__setattr__": ([_path_to_type("str"), AST_TYPING_ANY], _path_to_type("None")),
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"__setitem__": ([AST_TYPING_ANY, AST_TYPING_ANY], AST_TYPING_ANY),
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"__sizeof__": None,
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"__str__": ([], _path_to_type("str")),
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"__subclasshook__": None,
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}
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def module_stubs(module: Any) -> ast.Module:
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types_to_import = {"typing"}
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classes = []
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functions = []
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for (member_name, member_value) in inspect.getmembers(module):
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element_path = [module.__name__, member_name]
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if member_name.startswith("__"):
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pass
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elif inspect.isclass(member_value):
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classes.append(
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class_stubs(member_name, member_value, element_path, types_to_import)
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)
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elif inspect.isbuiltin(member_value):
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functions.append(
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function_stub(member_name, member_value, element_path, types_to_import)
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)
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else:
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logging.warning(f"Unsupported root construction {member_name}")
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return ast.Module(
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body=[ast.Import(names=[ast.alias(name=t)]) for t in sorted(types_to_import)]
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+ classes
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+ functions,
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type_ignores=[],
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)
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def class_stubs(
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cls_name: str, cls_def: Any, element_path: List[str], types_to_import: Set[str]
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) -> ast.ClassDef:
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attributes: List[ast.AST] = []
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methods: List[ast.AST] = []
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magic_methods: List[ast.AST] = []
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for (member_name, member_value) in inspect.getmembers(cls_def):
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current_element_path = element_path + [member_name]
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if member_name == "__init__":
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try:
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inspect.signature(cls_def) # we check it actually exists
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methods = [
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function_stub(
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member_name, cls_def, current_element_path, types_to_import
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)
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] + methods
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except ValueError as e:
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if "no signature found" not in str(e):
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raise ValueError(
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f"Error while parsing signature of {cls_name}.__init__: {e}"
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)
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elif (
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member_value == OBJECT_MEMBERS.get(member_name)
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or BUILTINS.get(member_name, ()) is None
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):
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pass
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elif inspect.isdatadescriptor(member_value):
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attributes.extend(
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data_descriptor_stub(
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member_name, member_value, current_element_path, types_to_import
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)
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)
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elif inspect.isroutine(member_value):
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(magic_methods if member_name.startswith("__") else methods).append(
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function_stub(
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member_name, member_value, current_element_path, types_to_import
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)
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)
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else:
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logging.warning(
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f"Unsupported member {member_name} of class {'.'.join(element_path)}"
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)
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doc = inspect.getdoc(cls_def)
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return ast.ClassDef(
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cls_name,
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bases=[],
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keywords=[],
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body=(
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([build_doc_comment(doc)] if doc else [])
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+ attributes
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+ methods
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+ magic_methods
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)
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or [AST_ELLIPSIS],
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decorator_list=[_path_to_type("typing", "final")],
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)
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def data_descriptor_stub(
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data_desc_name: str,
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data_desc_def: Any,
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element_path: List[str],
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types_to_import: Set[str],
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) -> Union[Tuple[ast.AnnAssign, ast.Expr], Tuple[ast.AnnAssign]]:
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annotation = None
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doc_comment = None
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doc = inspect.getdoc(data_desc_def)
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if doc is not None:
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annotation = returns_stub(data_desc_name, doc, element_path, types_to_import)
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m = re.findall(r"^ *:return: *(.*) *$", doc, re.MULTILINE)
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if len(m) == 1:
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doc_comment = m[0]
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elif len(m) > 1:
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raise ValueError(
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f"Multiple return annotations found with :return: in {'.'.join(element_path)} documentation"
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)
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assign = ast.AnnAssign(
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target=ast.Name(id=data_desc_name, ctx=AST_STORE),
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annotation=annotation or AST_TYPING_ANY,
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simple=1,
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)
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return (assign, build_doc_comment(doc_comment)) if doc_comment else (assign,)
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def function_stub(
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fn_name: str, fn_def: Any, element_path: List[str], types_to_import: Set[str]
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) -> ast.FunctionDef:
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body: List[ast.AST] = []
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doc = inspect.getdoc(fn_def)
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if doc is not None:
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body.append(build_doc_comment(doc))
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return ast.FunctionDef(
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fn_name,
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arguments_stub(fn_name, fn_def, doc or "", element_path, types_to_import),
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body or [AST_ELLIPSIS],
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decorator_list=[],
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returns=returns_stub(fn_name, doc, element_path, types_to_import)
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if doc
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else None,
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lineno=0,
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)
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def arguments_stub(
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callable_name: str,
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callable_def: Any,
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doc: str,
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element_path: List[str],
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types_to_import: Set[str],
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) -> ast.arguments:
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real_parameters: Mapping[str, inspect.Parameter] = inspect.signature(
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callable_def
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).parameters
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if callable_name == "__init__":
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real_parameters = {
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"self": inspect.Parameter("self", inspect.Parameter.POSITIONAL_ONLY),
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**real_parameters,
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}
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parsed_param_types = {}
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optional_params = set()
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# Types for magic functions types
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builtin = BUILTINS.get(callable_name)
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if isinstance(builtin, tuple):
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param_names = list(real_parameters.keys())
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if param_names and param_names[0] == "self":
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del param_names[0]
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for name, t in zip(param_names, builtin[0]):
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parsed_param_types[name] = t
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# Types from comment
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for match in re.findall(r"^ *:type *([a-z_]+): ([^\n]*) *$", doc, re.MULTILINE):
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if match[0] not in real_parameters:
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raise ValueError(
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f"The parameter {match[0]} of {'.'.join(element_path)} is defined in the documentation but not in the function signature"
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)
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type = match[1]
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if type.endswith(", optional"):
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optional_params.add(match[0])
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type = type[:-10]
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parsed_param_types[match[0]] = convert_type_from_doc(
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type, element_path, types_to_import
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)
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# we parse the parameters
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posonlyargs = []
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args = []
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vararg = None
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kwonlyargs = []
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kw_defaults = []
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kwarg = None
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defaults = []
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for param in real_parameters.values():
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if param.name != "self" and param.name not in parsed_param_types:
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raise ValueError(
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f"The parameter {param.name} of {'.'.join(element_path)} has no type definition in the function documentation"
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)
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param_ast = ast.arg(
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arg=param.name, annotation=parsed_param_types.get(param.name)
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)
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default_ast = None
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if param.default != param.empty:
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default_ast = ast.Constant(param.default)
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if param.name not in optional_params:
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raise ValueError(
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f"Parameter {param.name} of {'.'.join(element_path)} is optional according to the type but not flagged as such in the doc"
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)
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elif param.name in optional_params:
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raise ValueError(
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f"Parameter {param.name} of {'.'.join(element_path)} is optional according to the documentation but has no default value"
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)
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if param.kind == param.POSITIONAL_ONLY:
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posonlyargs.append(param_ast)
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defaults.append(default_ast)
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elif param.kind == param.POSITIONAL_OR_KEYWORD:
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args.append(param_ast)
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defaults.append(default_ast)
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elif param.kind == param.VAR_POSITIONAL:
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vararg = param_ast
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elif param.kind == param.KEYWORD_ONLY:
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kwonlyargs.append(param_ast)
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kw_defaults.append(default_ast)
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elif param.kind == param.VAR_KEYWORD:
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kwarg = param_ast
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return ast.arguments(
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posonlyargs=posonlyargs,
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args=args,
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vararg=vararg,
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kwonlyargs=kwonlyargs,
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kw_defaults=kw_defaults,
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defaults=defaults,
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kwarg=kwarg,
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)
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def returns_stub(
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callable_name: str, doc: str, element_path: List[str], types_to_import: Set[str]
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) -> Optional[ast.AST]:
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m = re.findall(r"^ *:rtype: *([^\n]*) *$", doc, re.MULTILINE)
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if len(m) == 0:
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builtin = BUILTINS.get(callable_name)
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if isinstance(builtin, tuple) and builtin[1] is not None:
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return builtin[1]
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raise ValueError(
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f"The return type of {'.'.join(element_path)} has no type definition using :rtype: in the function documentation"
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)
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elif len(m) == 1:
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return convert_type_from_doc(m[0], element_path, types_to_import)
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else:
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raise ValueError(
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f"Multiple return type annotations found with :rtype: for {'.'.join(element_path)}"
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)
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def convert_type_from_doc(
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type_str: str, element_path: List[str], types_to_import: Set[str]
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) -> ast.AST:
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type_str = type_str.strip()
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return parse_type_to_ast(type_str, element_path, types_to_import)
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def parse_type_to_ast(
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type_str: str, element_path: List[str], types_to_import: Set[str]
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) -> ast.AST:
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# let's tokenize
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tokens = []
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current_token = ""
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for c in type_str:
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if "a" <= c <= "z" or "A" <= c <= "Z" or c == ".":
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current_token += c
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else:
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if current_token:
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tokens.append(current_token)
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current_token = ""
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if c != " ":
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tokens.append(c)
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if current_token:
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tokens.append(current_token)
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# let's first parse nested parenthesis
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stack: List[List[Any]] = [[]]
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|
for token in tokens:
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|
if token == "(":
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l: List[str] = []
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stack[-1].append(l)
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stack.append(l)
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elif token == ")":
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stack.pop()
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else:
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stack[-1].append(token)
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# then it's easy
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|
|
def parse_sequence(sequence: List[Any]) -> ast.AST:
|
|
|
|
# we split based on "or"
|
|
|
|
or_groups: List[List[str]] = [[]]
|
|
|
|
for e in sequence:
|
|
|
|
if e == "or":
|
|
|
|
or_groups.append([])
|
|
|
|
else:
|
|
|
|
or_groups[-1].append(e)
|
|
|
|
if any(not g for g in or_groups):
|
|
|
|
raise ValueError(
|
|
|
|
f"Not able to parse type '{type_str}' used by {'.'.join(element_path)}"
|
|
|
|
)
|
|
|
|
|
|
|
|
new_elements: List[ast.AST] = []
|
|
|
|
for group in or_groups:
|
|
|
|
if len(group) == 1 and isinstance(group[0], str):
|
|
|
|
parts = group[0].split(".")
|
|
|
|
if any(not p for p in parts):
|
|
|
|
raise ValueError(
|
|
|
|
f"Not able to parse type '{type_str}' used by {'.'.join(element_path)}"
|
|
|
|
)
|
|
|
|
if len(parts) > 1:
|
|
|
|
types_to_import.add(parts[0])
|
|
|
|
new_elements.append(_path_to_type(*parts))
|
|
|
|
elif (
|
|
|
|
len(group) == 2
|
|
|
|
and isinstance(group[0], str)
|
|
|
|
and isinstance(group[1], list)
|
|
|
|
):
|
|
|
|
if group[0] not in GENERICS:
|
|
|
|
raise ValueError(
|
|
|
|
f"Constructor {group[0]} is not supported in type '{type_str}' used by {'.'.join(element_path)}"
|
|
|
|
)
|
|
|
|
new_elements.append(
|
|
|
|
ast.Subscript(
|
|
|
|
value=GENERICS[group[0]],
|
|
|
|
slice=parse_sequence(group[1]),
|
|
|
|
ctx=AST_LOAD,
|
|
|
|
)
|
|
|
|
)
|
|
|
|
else:
|
|
|
|
raise ValueError(
|
|
|
|
f"Not able to parse type '{type_str}' used by {'.'.join(element_path)}"
|
|
|
|
)
|
|
|
|
return (
|
|
|
|
ast.Subscript(
|
|
|
|
value=_path_to_type("typing", "Union"),
|
|
|
|
slice=ast.Tuple(elts=new_elements, ctx=AST_LOAD),
|
|
|
|
ctx=AST_LOAD,
|
|
|
|
)
|
|
|
|
if len(new_elements) > 1
|
|
|
|
else new_elements[0]
|
|
|
|
)
|
|
|
|
|
|
|
|
return parse_sequence(stack[0])
|
|
|
|
|
|
|
|
|
|
|
|
def build_doc_comment(doc: str) -> ast.Expr:
|
|
|
|
lines = [l.strip() for l in doc.split("\n")]
|
|
|
|
clean_lines = []
|
|
|
|
for l in lines:
|
|
|
|
if l.startswith(":type") or l.startswith(":rtype"):
|
|
|
|
continue
|
|
|
|
else:
|
|
|
|
clean_lines.append(l)
|
|
|
|
return ast.Expr(value=ast.Constant("\n".join(clean_lines).strip()))
|
|
|
|
|
|
|
|
|
|
|
|
def format_with_black(code: str) -> str:
|
|
|
|
result = subprocess.run(
|
|
|
|
["python", "-m", "black", "-t", "py37", "--pyi", "-"],
|
|
|
|
input=code.encode(),
|
|
|
|
capture_output=True,
|
|
|
|
)
|
|
|
|
result.check_returncode()
|
|
|
|
return result.stdout.decode()
|
|
|
|
|
|
|
|
|
|
|
|
if __name__ == "__main__":
|
|
|
|
parser = argparse.ArgumentParser(
|
|
|
|
description="Extract Python type stub from a python module."
|
|
|
|
)
|
|
|
|
parser.add_argument(
|
|
|
|
"module_name", help="Name of the Python module for which generate stubs"
|
|
|
|
)
|
|
|
|
parser.add_argument(
|
|
|
|
"out",
|
|
|
|
help="Name of the Python stub file to write to",
|
|
|
|
type=argparse.FileType("wt"),
|
|
|
|
)
|
|
|
|
parser.add_argument(
|
|
|
|
"--black", help="Formats the generated stubs using Black", action="store_true"
|
|
|
|
)
|
|
|
|
args = parser.parse_args()
|
|
|
|
stub_content = ast.unparse(module_stubs(importlib.import_module(args.module_name)))
|
|
|
|
stub_content = stub_content.replace(
|
|
|
|
", /", ""
|
|
|
|
) # TODO: remove when targeting Python 3.8+
|
|
|
|
if args.black:
|
|
|
|
stub_content = format_with_black(stub_content)
|
|
|
|
args.out.write(stub_content)
|