Monday, 13 July 2026

Mypy 2.3 Released

We've just uploaded mypy 2.3.0 to the Python Package Index (PyPI). Mypy is a static type checker for Python. This release includes new features, performance improvements and bug fixes. You can install it as follows:

python3 -m pip install -U mypy

You can read the full documentation for this release on Read the Docs.

The Upcoming Switch to the New Native Parser

We are planning to enable the new native parser (--native-parser) by default soon. We recommend that you test the native parser in your projects and report any issues in the mypy issue tracker.

Mypyc Free-threading Memory Safety

Free-threaded Python builds that don't have the GIL require additional synchronization primitives or lock-free algorithms to ensure memory safety when there are race conditions (for example, when a thread reads a list item while another thread writes the same list item concurrently). This release greatly improves memory safety of free threading.

List operations are now memory-safe on free threaded Python builds, even in the presence of race conditions. This has some performance cost. For list-heavy workloads, using librt.vecs.vec instead of list is often significantly faster, but note that vec is not (and likely won't be) fully memory safe, and the user is expected to avoid race conditions. The newly introduced librt.threading.Lock helps with this. Using variable-length tuples can also be more efficient than lists, since tuples are immutable and don't require expensive synchronization to ensure memory safety.

Instance attribute access is also (mostly) memory safe now on free-threaded builds in the presence of race conditions. We are planning to fix the remaining unsafe cases in a future release.

Full list of changes:

  • Make attribute access memory safe on free-threaded builds (Jukka Lehtosalo, PR 21705)
  • Fix unsafe borrowing of instance attributes with free-threading (Jukka Lehtosalo, PR 21688)
  • Make list get/set item more memory safe on free-threaded builds (Jukka Lehtosalo, PR 21683)
  • Don't borrow list items on free-threaded builds (Jukka Lehtosalo, PR 21679)
  • Make multiple assignment from list memory-safe on free-threaded builds (Jukka Lehtosalo, PR 21684)
  • Make for loop over list memory-safe on free-threaded builds (Jukka Lehtosalo, PR 21686)
  • Fix memory safety of list.count on free-threaded builds (Jukka Lehtosalo, PR 21680)
  • Make vec creation from list memory safe on free-threaded builds (Jukka Lehtosalo, PR 21681)
### librt.threading: Fast Native Lock Type

Mypyc now supports librt.threading.Lock, which is a lock type optimized for use in compiled code. It can be 2x to 4x faster than threading.Lock.

This feature was contributed by Jukka Lehtosalo (PR 21690, PR 21697).

Mypyc: Read-only Final Instance Attributes

Instance attributes of native classes declared as Final are now read-only at runtime. This enables additional optimizations, and it's now recommended to use Final for all performance-sensitive attributes when feasible.

Related changes:

  • Make instance attribute read-only at runtime if Final (Jukka Lehtosalo, PR 21666)
  • Borrow final attributes more aggressively (Jukka Lehtosalo, PR 21702)
  • Improve documentation of Final in mypyc (Jukka Lehtosalo, PR 21713)

Mypyc Documentation Updates

  • Update documentation of race conditions under free threading (Jukka Lehtosalo, PR 21726)
  • Update mypyc free threading Python compatibility docs (Jukka Lehtosalo, PR 21711)
  • Document recent additions to librt.strings, such as ispace (Jukka Lehtosalo, PR 21696)

Miscellaneous Mypyc Improvements

  • Fix reference leak when setting unboxed refcounted attributes (Tom Bannink, PR 21657)
  • Fix function wrapper memory leak (Piotr Sawicki, PR 21654)
  • Fix handling of invalid codepoint values in librt.strings (Jukka Lehtosalo, PR 21634)
  • Fix non-deterministic ordering of spilled registers (Jukka Lehtosalo, PR 21632)
  • Fix non-deterministic compiler output due to frozensets (Jukka Lehtosalo, PR 21631)

Changes to Messages

  • Fix error code of note about unbound type variable (Jukka Lehtosalo, PR 21668)

Other Notable Fixes and Improvements

  • Use PYODIDE environment variable for Emscripten cross-compilation detection (Agriya Khetarpal, PR 21714)
  • Narrow for frozendict membership check (Shantanu, PR 21709)
  • Fix custom equality handling for membership narrowing in static containers (Shantanu, PR 21706)
  • Infer Coroutine for unannotated async functions (Jingchen Ye, PR 21651)
  • Fix variance inference issues caused by dataclass replace (Shantanu, PR 21694)
  • Fix regression in dataclass narrowing for Python >= 3.13 (ygale, PR 21675)
  • Fix star import dependencies in mypy daemon (Jukka Lehtosalo, PR 21673)
  • Fix skipped imports considered stale (Piotr Sawicki, PR 21639)
  • Support .ff files with --cache-map (Jukka Lehtosalo, PR 21633)

Typeshed Updates

Please see git log for full list of standard library typeshed stub changes.

Acknowledgements

Thanks to all mypy contributors who contributed to this release:

  • Agriya Khetarpal
  • Ethan Sarp
  • Ivan Levkivskyi
  • Jingchen Ye
  • Jukka Lehtosalo
  • Piotr Sawicki
  • Shantanu
  • Tom Bannink
  • Viktor Szépe
  • ygale

I'd also like to thank my employer, Dropbox, for supporting mypy development.

Tuesday, 7 July 2026

Mypy 2.2 Released

We've just uploaded mypy 2.2.0 to the Python Package Index (PyPI). Mypy is a static type checker for Python. This release includes new features, performance improvements and bug fixes. You can install it as follows:

python3 -m pip install -U mypy

You can read the full documentation for this release on Read the Docs.

Support for Closed TypedDicts (PEP 728)

Mypy now supports closed TypedDicts as specified in PEP 728. A closed TypedDict cannot have extra keys beyond those explicitly defined. This allows the type checker to determine that certain operations are safe when they otherwise wouldn't be due to the potential presence of unknown keys.

You can use the closed keyword argument with TypedDict:

HasName = TypedDict("HasName", {"name": str})
HasOnlyName = TypedDict("HasOnlyName", {"name": str}, closed=True)
Movie = TypedDict("Movie", {"name": str, "year": int})

movie: Movie = {"name": "Nimona", "year": 2023}
has_name: HasName = movie  # OK: HasName is open (default)
has_only_name: HasOnlyName = movie  # Error: HasOnlyName is closed and Movie has extra "year" key

Closed TypedDicts enable more precise type checking because the type checker knows exactly which keys are present. This is particularly useful when working with TypedDict unions or when you want to ensure that a TypedDict conforms to an exact shape.

The closed keyword also enables safe type narrowing with in checks:

Book = TypedDict('Book', {'book': str}, closed=True)
DVD = TypedDict('DVD', {'dvd': str}, closed=True)
type Inventory = Book | DVD

def print_type(inventory: Inventory) -> None:
    if "book" in inventory:
        # Type is narrowed to Book here - safe because DVD is closed
        print(inventory["book"])
    else:
        # Type is narrowed to DVD here
        print(inventory["dvd"])

The closed keyword is also supported in class-based syntax:

class HasOnlyName(TypedDict, closed=True):
    name: str

Note that closed TypedDicts are structural types, so a closed TypedDict is assignable to an open TypedDict with the same keys, but not vice versa.

Contributed by Alice (PR 21382).

Complete Support for Type Variable Defaults (PEP 696)

Mypy now has complete support for type variable defaults as specified in PEP 696. This allows you to specify default values for type parameters in generic classes, functions, and type aliases.

Traditional syntax (Python 3.11 and earlier):

T = TypeVar("T", default=int)  # This means that if no type is specified T = int

@dataclass
class Box(Generic[T]):
    value: T | None = None

reveal_type(Box())                      # type is Box[int]
reveal_type(Box(value="Hello World!"))  # type is Box[str]

New syntax (Python 3.12+):

class Box[T = int]:
    def __init__(self, value: T) -> None:
        self.value = value

reveal_type(Box())                      # type is Box[int]
reveal_type(Box(value="Hello World!"))  # type is Box[str]

Type variable defaults work with all forms of generics, including classes, functions, and type aliases. This release completes the implementation by fixing various edge cases involving recursive defaults, dependencies between type variables, and interactions with variadic generics.

Contributed by Ivan Levkivskyi (PRs 21491, 21526, 21544).

Respect Explicit Return Type of __new__()

Mypy now respects explicitly annotated return types in __new__() methods. Previously, mypy would always assume that __new__() returns an instance of the current class, ignoring explicit annotations.

With this change, if you explicitly annotate a return type that differs from the implicit type, mypy will use the explicit annotation:

class Factory:
    def __new__(cls) -> Product:
        return Product()

reveal_type(Factory())  # type is Product, not Factory

Note that mypy still gives an error at the definition site if the explicit annotation is not a subtype of the current class, since this is technically not type-safe.

For backwards compatibility, there are two exceptions:

  • If the return type is Any, mypy will still use the current class as the return type.
  • If the explicit return type comes from a superclass and is a supertype of the implicit return type,
mypy will use the implicit (more specific) type:
class A:
    def __new__(cls) -> A: ...

reveal_type(A())  # type is A

class B:
    def __new__(cls) -> B:
        return cls()

class C(B): ...
reveal_type(C())  # type is C

This fixes several long-standing issues where explicit __new__() return types were ignored.

Contributed by Ivan Levkivskyi (PR 21441).

TypeForm Support No Longer Experimental

Support for TypeForm is no longer experimental. TypeForm (introduced in Python 3.14) allows you to annotate parameters that accept type expressions, providing better type checking for functions that work with types as values.

from typing import TypeForm

def make_list(tp: TypeForm[T]) -> list[T]:
    ...

# Correctly typed as list[int]
int_list = make_list(int)
TypeForm support was previously reverted from mypy 2.1 due to a performance regression, but this has now been mitigated.

Contributed by Ivan Levkivskyi and Jelle Zijlstra (PRs 21262, 21591, 21459).

Experimental WASM Wheel for Python 3.14

Mypy now ships an experimental WebAssembly (WASM) wheel for Python 3.14. This allows mypy to run in WASM environments such as Pyodide and browser-based Python implementations.

The WASM wheel is considered experimental and may have limitations compared to native builds. Please report any issues you encounter when using mypy in WASM environments.

Contributed by Ivan Levkivskyi (PR 21671).

Mypyc Free-threading Improvements

  • Make function wrappers thread-safe on free-threaded builds (Jukka Lehtosalo, PR 21620)
  • Make list remove and index thread-safe on free-threaded builds (Jukka Lehtosalo, PR 21614)
  • Fix dict iteration memory safety on free-threaded builds (Jukka Lehtosalo, PR 21617)
  • Make some dict primitives thread-safe on free-threading builds (Jukka Lehtosalo, PR 21616)
  • Fix free-threading race condition in argument parsing (Jukka Lehtosalo, PR 21613)
  • Document free threading and other doc updates (Jukka Lehtosalo, PR 21494)

librt.strings Updates

  • Add librt.strings.toupper and librt.strings.tolower codepoint primitives (Vaggelis Danias, PR 21553)
  • Add librt.strings.isidentifier codepoint primitive (Vaggelis Danias, PR 21522)
  • Add librt.strings.isalpha codepoint primitive (Vaggelis Danias, PR 21521)
  • Add librt.strings.isalnum codepoint primitive (Vaggelis Danias, PR 21509)
  • Add librt.strings.isdigit codepoint primitive (Vaggelis Danias, PR 21504)
  • Add librt.strings.isspace char primitive (Vaggelis Danias, PR 21462)

Mypyc Improvements

  • Fix name lookup when class var and module var have the same name (Jukka Lehtosalo, PR 21594)
  • Report file and line number on uncaught exceptions (Jukka Lehtosalo, PR 21584)
  • Use other arg instead of self for RHS type (Ryan Heard, PR 21569)
  • Use method_sig to get the method signature (Ryan Heard, PR 21567)
  • Preserve inherited attribute defaults under separate=True (Jo, PR 21547)
  • Fix missing cross-group header deps in incremental builds (Jo, PR 21490)
  • Fix cross-group call to inherited __mypyc_defaults_setup (Jo, PR 21481)
  • Fix non-deterministic class struct layout under separate=True (Vaggelis Danias, PR 21530)
  • Specialize s[i] == 'x' to a codepoint int compare (Vaggelis Danias, PR 21579)
  • Fix reference leak in mypyc bytes concatenation (Colinxu2020, PR 21469)

Fixes to Crashes

  • Fix crash on invalid recursive variadic alias (Ivan Levkivskyi, PR 21572)
  • Fix crashes on variadic unpacking in synthetic types (Ivan Levkivskyi, PR 21555)
  • Fix crash on unhandled meet variadic tuple vs instance (Ivan Levkivskyi, PR 21558)
  • Fix crash on deferred generic class nested in function (Ivan Levkivskyi, PR 21557)
  • Fix crash in new-style type alias with variadic unpack (Ivan Levkivskyi, PR 21551)
  • Fix various crashes on recursive type variable defaults (Ivan Levkivskyi, PR 21491)
  • Fix crash for empty Annotated type application (Rayan Salhab, PR 21503)
  • Fix crash on Unpack used without arguments in class bases (Sai Asish Y, PR 21470)

Performance Improvements

  • Memoize the options snapshot (Kevin Kannammalil, PR 21354)
  • Don't include not_ready_deps tracking as relating to mypy internals (Kevin Kannammalil, PR 21389)
  • Speed up transitive dependency hash for singleton SCCs (Kevin Kannammalil, PR 21390)
  • Optimize typeform checks (Jelle Zijlstra, PR 21459)

Improvements to the Native Parser

  • Support --shadow-file with --native-parser (Jukka Lehtosalo, PR 21623)
  • Add Python version checks to native parser (Kevin Kannammalil, PR 21539)
  • Allow nativeparse to parse source code directly (bzoracler, PR 21260)

Other Notable Fixes and Improvements

  • Add function definition notes for too many positional arguments errors (Kevin Kannammalil, PR 21410)
  • Fix the exportjson tool (.ff cache to .json conversion) (Jukka Lehtosalo, PR 21628)
  • Support floats in JSON in fixed-format cache (Ivan Levkivskyi, PR 21603)
  • Update TypedDictType.__init__ signature to preserve backward compat (Jukka Lehtosalo, PR 21590)
  • Fix constructor calls for union-bounded TypeVars (Jingchen Ye, PR 21571)
  • Fix TypedDict indexing with literal keys in comprehensions (Jingchen Ye, PR 21556)
  • Correctly handle empty tuple index when unpacked (Ivan Levkivskyi, PR 21545)
  • Support protocol checks for self-types in tuple types (Ivan Levkivskyi, PR 21535)
  • Fix edge cases in variadic tuple subclasses (Ivan Levkivskyi, PR 21518)
  • Special-case constructor for tuple types (Ivan Levkivskyi, PR 21502)
  • Fix false positive "Expected TypedDict key to be string literal" for Union[TypedDict, dict[K, V]] (Zakir Jiwani, PR 21511)
  • Use explicit Never for type inference (Ivan Levkivskyi, PR 21497)
  • Narrow membership in statically known containers (Shantanu, PR 21461)
  • Improve negative narrowing for membership checks on tuples (Shantanu, PR 21456)
  • Analyze TypedDict decorators (Pranav Manglik, PR 21267)
  • Start testing Python 3.15 (Marc Mueller, PR 21439)
  • Improved handling of NamedTuple, TypedDict, Enum, and regular classes nested in functions (Ivan Levkivskyi, PR 21478)

Typeshed Updates

Please see git log for full list of standard library typeshed stub changes.

Acknowledgements

Thanks to all mypy contributors who contributed to this release:

  • Adam Turner
  • alicederyn
  • bzoracler
  • Colinxu2020
  • georgesittas
  • Ivan Levkivskyi
  • Jelle Zijlstra
  • Jingchen Ye
  • Jukka Lehtosalo
  • Kevin Kannammalil
  • lphuc2250gma
  • Marc Mueller
  • Pranav Manglik
  • Rayan Salhab
  • Ryan Heard
  • Sai Asish Y
  • Shantanu
  • sobolevn
  • Vaggelis Danias
  • Victor Letichevsky
  • Zakir Jiwani

I'd also like to thank my employer, Dropbox, for supporting mypy development.