pydantic-core

This package provides the core functionality for pydantic validation and serialization.

Pydantic-core is currently around 17x faster than pydantic V1. See tests/benchmarks/ for details.

Example of direct usage

NOTE: You should not need to use pydantic-core directly; instead, use pydantic, which in turn uses pydantic-core.

from pydantic_core import SchemaValidator, ValidationError

v = SchemaValidator(
    {
        'type': 'typed-dict',
        'fields': {
            'name': {
                'type': 'typed-dict-field',
                'schema': {
                    'type': 'str',
                },
            },
            'age': {
                'type': 'typed-dict-field',
                'schema': {
                    'type': 'int',
                    'ge': 18,
                },
            },
            'is_developer': {
                'type': 'typed-dict-field',
                'schema': {
                    'type': 'default',
                    'schema': {'type': 'bool'},
                    'default': True,
                },
            },
        },
    }
)

r1 = v.validate_python({'name': 'Samuel', 'age': 35})
assert r1 == {'name': 'Samuel', 'age': 35, 'is_developer': True}

# pydantic-core can also validate JSON directly
r2 = v.validate_json('{"name": "Samuel", "age": 35}')
assert r1 == r2

try:
    v.validate_python({'name': 'Samuel', 'age': 11})
except ValidationError as e:
    print(e)
    """
    1 validation error for model
    age
      Input should be greater than or equal to 18
      [type=greater_than_equal, context={ge: 18}, input_value=11, input_type=int]
    """

Getting Started

Prerequisites

You'll need:

Rust - Rust stable (or nightly for coverage)
uv - Fast Python package manager
git - For version control
make - For running development commands (or use nmake on Windows)

Quick Start

# Clone the repository (or from your fork)
git clone git@github.com:pydantic/pydantic-core.git
cd pydantic-core

# Install all dependencies using uv, setup pre-commit hooks, and build the development version
make install

Verify your installation by running:

make

This runs a full development cycle: formatting, building, linting, and testing

Development Commands

Run make help to see all available commands, or use these common ones:

make build-dev    # to build the package during development
make build-prod   # to perform an optimised build for benchmarking
make test         # to run the tests
make testcov      # to run the tests and generate a coverage report
make lint         # to run the linter
make format       # to format python and rust code
make all          # to run to run build-dev + format + lint + test

Useful Resources

python/pydantic_core/_pydantic_core/ - Python API types (stubs)
python/pydantic_core/core_schema.py - Core schema definitions
tests/ - Comprehensive usage examples

Profiling

It's possible to profile the code using the flamegraph utility from flamegraph-rs. (Tested on Linux.) You can install this with cargo install flamegraph.

Run make build-profiling to install a release build with debugging symbols included (needed for profiling).

Once that is built, you can profile pytest benchmarks with (e.g.):

flamegraph -- pytest tests/benchmarks/test_micro_benchmarks.py -k test_list_of_ints_core_py --benchmark-enable

The flamegraph command will produce an interactive SVG at flamegraph.svg.

Releasing

TBC (needs to be integrated into pydantic repository release process).

Metadata

Release files for pydantic_core 2.50.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pydantic_core 2.50.0
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Release files / pydantic_core-2.50.0-cp315-cp315t-win32.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315t-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-win_arm64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-win32.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-win32.whl
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Release files / pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_x86_64.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_x86_64.whl
Size	2.5 MB
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Release files / pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_armv7l.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_armv7l.whl
Size	2.5 MB
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Release files / pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_aarch64.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-musllinux_1_1_aarch64.whl
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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_s390x.manylinux2014_s390x.whl
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Tags	CPython 3.15 Linux glibc 2.17+ IBM System/390x
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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp315-cp315-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-win_arm64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-win32.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pydantic_core-2.50.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / pydantic_core-2.50.0-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	pydantic_core-2.50.0-cp314-cp314t-macosx_11_0_arm64.whl
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Release files / pydantic_core-2.50.0-cp314-cp314t-macosx_10_12_x86_64.whl

Download URL	pydantic_core-2.50.0-cp314-cp314t-macosx_10_12_x86_64.whl
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Release files / pydantic_core-2.50.0-cp314-cp314-win_arm64.whl

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Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp314-cp314-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-win32.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp314-cp314-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-win_arm64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-win32.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_31_riscv64.whl

Download URL	pydantic_core-2.50.0-cp313-cp313-manylinux_2_31_riscv64.whl
Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp313-cp313-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-win_arm64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-win32.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pydantic_core-2.50.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / pydantic_core-2.50.0-cp312-cp312-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	pydantic_core-2.50.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	2.2 MB
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Release files / pydantic_core-2.50.0-cp311-cp311-win_arm64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-win32.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.0-cp311-cp311-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-win_amd64.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-win32.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	2.4 MB
Tags	CPython 3.10 Linux glibc 2.17+ IBM System/390x
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Upload date	Oct 8, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`uv/0.12.23 {"installer":{"name":"uv","version":"0.12.23","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Size	2.2 MB
Tags	CPython 3.10 Linux glibc 2.17+ ARMv7l
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Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Size	2.1 MB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
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Release files / pydantic_core-2.50.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl

Download URL	pydantic_core-2.50.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Size	2.3 MB
Tags	CPython 3.10 Linux glibc 2.5+ x86-32
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Uploaded via	`uv/0.12.23 {"installer":{"name":"uv","version":"0.12.23","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

Release files / pydantic_core-2.50.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	pydantic_core-2.50.0-cp310-cp310-macosx_11_0_arm64.whl
Size	2.0 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`eadf95aab7301ac651628f097e521d742d0fb5f732155ebfd00d07933045d81c`
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Release files / pydantic_core-2.50.0-cp310-cp310-macosx_10_12_x86_64.whl

Download URL	pydantic_core-2.50.0-cp310-cp310-macosx_10_12_x86_64.whl
Size	2.2 MB
Tags	CPython 3.10 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`f8df36f964c21168e345f914855e3b428e2cb6e1f739c8ef5963b77d86dd84ae`
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Uploaded via	`uv/0.12.23 {"installer":{"name":"uv","version":"0.12.23","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}`

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2.50.2

Oct 29, 2026 141 release files No provenance

2.50.1

Oct 11, 2026 137 release files No provenance

This release

2.50.0 This release

Oct 8, 2026 137 release files No provenance

pydantic_core 2.50.0