python / python/mypy

Recursive Generic Type Support

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#13,693 コメント 1 件 リアクション 10 件 担当者 0 名 GitHub で見る

まだ誰も着手していません。

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説明

Bug Report

In:

  • #731
  • #13297 (not released yet in v0.971)

We now support recursive type hints, such as:

JSON = Union[Dict[str, 'JSON'], List['JSON'], str, int, float, bool, None]

But in the example in https://github.com/python/mypy/pull/13297#issue-1323540559, which is generic and has typevars:

Nested = Sequence[Union[T, Nested[T]]]

def flatten(seq: Nested[T]) -> List[T]:
    flat: List[T] = []
    for item in seq:
        if isinstance(item, Sequence):
            res.extend(flatten(item))
        else:
            res.append(item)
    return flat

reveal_type(flatten([1, [2, [3]]]))  # N: Revealed type is "builtins.list[builtins.int]"

The code is Python syntax illegal that the name Nested in Nested[T] is referenced before assignment.

My own use case: define a generic pytree type:

"""pytree_forwardref.py"""

from typing import Any, Dict, Hashable, List, Optional, Sequence, Tuple, TypeVar, Union, Protocol

import torch

T = TypeVar('T')

Children = Sequence[T]
_AuxData = TypeVar('_AuxData', bound=Hashable)
AuxData = Optional[_AuxData]


class CustomTreeNode(Protocol[T]):
    """The abstract base class for custom pytree nodes."""

    def tree_flatten(self) -> Tuple[Children[T], AuxData]:
        """Flattens the custom pytree node into children and auxiliary data."""

    @classmethod
    def tree_unflatten(cls, aux_data: AuxData, children: Children[T]) -> 'CustomTreeNode[T]':
        """Unflattens the children and auxiliary data into the custom pytree node."""


PyTree = Union[
    T,
    Tuple['PyTree[T]', ...],  # Tuple, NamedTuple
    List['PyTree[T]'],
    Dict[Any, 'PyTree[T]'],  # Dict, OrderedDict, DefaultDict
    CustomTreeNode['PyTree[T]'],
]


TensorTree = PyTree[torch.Tensor]
print(TensorTree)

I got NameError is use PyTree[T]. Or the typevar T is not expended when using ForwardRef ('PyTree[T]'):

$ python3 pytree_forwardref.py                      
typing.Union[torch.Tensor, typing.Tuple[ForwardRef('PyTree[T]'), ...], typing.List[ForwardRef('PyTree[T]')], typing.Dict[typing.Any, ForwardRef('PyTree[T]')], __main__.CustomTreeNode[ForwardRef('PyTree[T]')]]

To Reproduce

  1. mypy does not report NameError for recursive type:

    1. Install pylint and the dev version of mypy:
    pip3 install pylint
    pip3 install git+https://github.com/python/mypy.git
    
    1. Create a file with content:
    """nested.py"""
    
    from typing import TypeVar, Sequence, Union
    
    T = TypeVar('T')
    
    Nested = Sequence[Union[T, Nested[T]]]
    
    NestedInt = Nested[int]
    print(NestedInt)
    
    1. Run mypy:
    $ mypy --enable-recursive-aliases nested.py
    Success: no issues found in 1 source file
    
    1. Run pylint:
    $ pylint nested.py 
    ************* Module nested
    nested.py:7:27: E0601: Using variable 'Nested' before assignment (used-before-assignment)
    
    ------------------------------------------------------------------
    Your code has been rated at 0.00/10 (previous run: 0.00/10, +0.00)
    
    $ python3 nested.py
    Traceback (most recent call last):
      File "nested.py", line 7, in <module>
        Nested = Sequence[Union[T, Nested[T]]]
    NameError: name 'Nested' is not defined
    
  2. ForwardRef does not expand typevars:

    1. Change to use ForwardRef:
    """nested_forwardref.py"""
    
    from typing import TypeVar, Sequence, Union
    
    T = TypeVar('T')
    
    Nested = Sequence[Union[T, 'Nested[T]']]
    
    NestedInt = Nested[int]
    print(NestedInt)
    
    1. Run mypy, pylint and execute:
    $ mypy --enable-recursive-aliases nested_forwardref.py
    Success: no issues found in 1 source file
    
    $ pylint nested_forwardref.py
    
    ------------------------------------
    Your code has been rated at 10.00/10
    
    $ python3 python3 nested_forwardref.py
    typing.Sequence[typing.Union[int, ForwardRef('Nested[T]')]]
    

Expected Behavior

  1. Raise errors for generic recursive types.

or

  1. support generic ForwardRef (preferred, but maybe need support by Python)

Actual Behavior

No error raise when using the variable name without a ForwardRef.

Ref:

Your Environment

  • Mypy version used: master @ 1d4395f14a0b2a923dd24e881887ff9360ec50fa
  • Mypy command-line flags: --enable-recursive-aliases
  • Mypy configuration options from mypy.ini (and other config files): None
  • Python version used: 3.8.12
  • Operating system and version: Ubuntu 20.04 LTS

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はじめの一歩

  1. issue を最後まで読み、次にプロジェクトのコントリビューションガイドを読みます。
  2. 着手することを issue にコメントします — 二人が同じ作業をするのを防げます。
  3. リポジトリをフォークし、ブランチを切って変更します。
  4. issue 番号を参照したプルリクエストを送ります。

調査の方向性

nested.py と nested_forwardref.py の再現ケースから始め、次に mypy の再帰的エイリアス処理と、Python の議論で説明されている関連する typing の挙動を追跡します。再現ケースをカバーしたうえで、mypy が不正なジェネリック自己参照を報告するか、ジェネリックな ForwardRef の展開を一貫してサポートすれば完了です。

索引モデルが issue の本文から書いたものです。

評価

技術スタック
python
領域
devtools
issue の種類
バグ
難易度
5/5
見積もり時間
1週間以上
活発さ
停滞
明瞭さ
おおむね明確
初心者へのやさしさ
35/100

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