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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 functools import reduce |
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from typing import Any, Dict, List, Mapping, Optional, Set, Tuple, Union |
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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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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__": ([path_to_type("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__": ([path_to_type("typing", "Any")], path_to_type("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__": ([path_to_type("typing", "Any")], path_to_type("bool")), |
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"__format__": ([path_to_type("str")], path_to_type("str")), |
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"__ge__": ([path_to_type("typing", "Any")], path_to_type("bool")), |
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"__getattribute__": ([path_to_type("str")], path_to_type("typing", "Any")), |
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"__getitem__": ([path_to_type("typing", "Any")], path_to_type("typing", "Any")), |
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"__gt__": ([path_to_type("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__": ([], path_to_type("typing", "Any")), |
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"__le__": ([path_to_type("typing", "Any")], path_to_type("bool")), |
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"__len__": ([], path_to_type("int")), |
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"__lt__": ([path_to_type("typing", "Any")], path_to_type("bool")), |
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"__module__": None, |
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"__ne__": ([path_to_type("typing", "Any")], path_to_type("bool")), |
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"__new__": None, |
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"__next__": ([], path_to_type("typing", "Any")), |
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"__int__": ([], path_to_type("None")), |
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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__": ( |
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[path_to_type("str"), path_to_type("typing", "Any")], |
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path_to_type("None"), |
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), |
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"__setitem__": ( |
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[path_to_type("typing", "Any"), path_to_type("typing", "Any")], |
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path_to_type("typing", "Any"), |
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), |
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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 member_name.startswith("DoraStatus"): |
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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( |
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member_name, |
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member_value, |
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element_path, |
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types_to_import, |
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in_class=False, |
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) |
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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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constants: 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) |
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methods = [ |
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function_stub( |
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member_name, |
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cls_def, |
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current_element_path, |
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types_to_import, |
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in_class=True, |
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), |
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*methods, |
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] |
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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_" |
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) from e |
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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, |
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member_value, |
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current_element_path, |
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types_to_import, |
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in_class=True, |
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) |
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) |
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elif member_name == "__match_args__": |
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constants.append( |
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ast.AnnAssign( |
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target=ast.Name(id=member_name, ctx=ast.Store()), |
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annotation=ast.Subscript( |
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value=path_to_type("tuple"), |
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slice=ast.Tuple( |
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elts=[path_to_type("str"), ast.Ellipsis()], ctx=ast.Load() |
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), |
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ctx=ast.Load(), |
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), |
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value=ast.Constant(member_value), |
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simple=1, |
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) |
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) |
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elif member_value is not None: |
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constants.append( |
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ast.AnnAssign( |
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target=ast.Name(id=member_name, ctx=ast.Store()), |
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annotation=concatenated_path_to_type( |
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member_value.__class__.__name__, element_path, types_to_import |
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), |
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value=ast.Ellipsis(), |
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simple=1, |
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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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doc_comment = build_doc_comment(doc) if doc else None |
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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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([doc_comment] if doc_comment else []) |
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+ attributes |
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+ methods |
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+ magic_methods |
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+ constants |
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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 path_to_type("typing", "Any"), |
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simple=1, |
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) |
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doc_comment = build_doc_comment(doc_comment) if doc_comment else None |
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return (assign, doc_comment) if doc_comment else (assign,) |
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def function_stub( |
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fn_name: str, |
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fn_def: Any, |
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element_path: List[str], |
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types_to_import: Set[str], |
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*, |
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in_class: bool, |
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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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doc_comment = build_doc_comment(doc) |
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if doc_comment is not None: |
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body.append(doc_comment) |
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decorator_list = [] |
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if in_class and hasattr(fn_def, "__self__"): |
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decorator_list.append(ast.Name("staticmethod")) |
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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=decorator_list, |
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returns=( |
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returns_stub(fn_name, doc, element_path, types_to_import) if doc else None |
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), |
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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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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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for match in re.findall( |
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r"^ *:type *([a-zA-Z0-9_]+): ([^\n]*) *$", doc, re.MULTILINE |
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): |
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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)} " |
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"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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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)} " |
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"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)} " |
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"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)} " |
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"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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args.append(param_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)} " |
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"has no type definition using :rtype: in the function documentation" |
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) |
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if len(m) > 1: |
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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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return convert_type_from_doc(m[0], element_path, types_to_import) |
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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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|
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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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|
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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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stack: List[List[Any]] = [[]] |
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for token in tokens: |
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if token == "[": |
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children: List[str] = [] |
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stack[-1].append(children) |
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stack.append(children) |
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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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def parse_sequence(sequence: List[Any]) -> ast.AST: |
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|
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or_groups: List[List[str]] = [[]] |
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print(sequence) |
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|
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if "Ros" in sequence and "2" in sequence: |
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sequence = ["".join(sequence)] |
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elif "dora.Ros" in sequence and "2" in sequence: |
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sequence = ["".join(sequence)] |
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|
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for e in sequence: |
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if e == "or": |
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or_groups.append([]) |
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else: |
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or_groups[-1].append(e) |
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if any(not g for g in or_groups): |
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raise ValueError( |
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f"Not able to parse type '{type_str}' used by {'.'.join(element_path)}" |
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) |
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|
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new_elements: List[ast.AST] = [] |
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for group in or_groups: |
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if len(group) == 1 and isinstance(group[0], str): |
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new_elements.append( |
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concatenated_path_to_type(group[0], element_path, types_to_import) |
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) |
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elif ( |
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len(group) == 2 |
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and isinstance(group[0], str) |
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and isinstance(group[1], list) |
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): |
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new_elements.append( |
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ast.Subscript( |
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value=concatenated_path_to_type( |
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group[0], element_path, types_to_import |
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), |
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slice=parse_sequence(group[1]), |
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ctx=ast.Load(), |
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) |
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) |
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else: |
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raise ValueError( |
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f"Not able to parse type '{type_str}' used by {'.'.join(element_path)}" |
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) |
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return reduce( |
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lambda left, right: ast.BinOp(left=left, op=ast.BitOr(), right=right), |
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new_elements, |
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) |
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|
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return parse_sequence(stack[0]) |
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|
|
|
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def concatenated_path_to_type( |
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path: str, element_path: List[str], types_to_import: Set[str] |
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) -> ast.AST: |
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parts = path.split(".") |
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if any(not p for p in parts): |
|
raise ValueError( |
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f"Not able to parse type '{path}' used by {'.'.join(element_path)}" |
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) |
|
if len(parts) > 1: |
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types_to_import.add(".".join(parts[:-1])) |
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return path_to_type(*parts) |
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|
|
|
|
def build_doc_comment(doc: str) -> Optional[ast.Expr]: |
|
lines = [line.strip() for line in doc.split("\n")] |
|
clean_lines = [] |
|
for line in lines: |
|
if line.startswith((":type", ":rtype")): |
|
continue |
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clean_lines.append(line) |
|
text = "\n".join(clean_lines).strip() |
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return ast.Expr(value=ast.Constant(text)) if text else None |
|
|
|
|
|
def format_with_ruff(file: str) -> None: |
|
subprocess.check_call(["python", "-m", "ruff", "format", file]) |
|
|
|
|
|
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( |
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"--ruff", help="Formats the generated stubs using Ruff", action="store_true" |
|
) |
|
args = parser.parse_args() |
|
stub_content = ast.unparse(module_stubs(importlib.import_module(args.module_name))) |
|
args.out.write(stub_content) |
|
if args.ruff: |
|
format_with_ruff(args.out.name) |
|
|