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 2.50.4

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 2.50.4
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Release files / pydantic_core-2.50.4-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-win32.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315t-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-win32.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_x86_64.whl

Download URL	pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_x86_64.whl
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Release files / pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_armv7l.whl

Download URL	pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_armv7l.whl
Size	2.5 MB
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Release files / pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_aarch64.whl

Download URL	pydantic_core-2.50.4-cp315-cp315-musllinux_1_1_aarch64.whl
Size	2.3 MB
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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux_2_31_riscv64.whl

Download URL	pydantic_core-2.50.4-cp315-cp315-manylinux_2_31_riscv64.whl
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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp315-cp315-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-win32.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314t-manylinux1_i686.manylinux_2_5_i686.whl

Download URL	pydantic_core-2.50.4-cp314-cp314t-manylinux1_i686.manylinux_2_5_i686.whl
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Release files / pydantic_core-2.50.4-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	pydantic_core-2.50.4-cp314-cp314t-macosx_11_0_arm64.whl
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Release files / pydantic_core-2.50.4-cp314-cp314t-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-win32.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-pyemscripten_2026_0_wasm32.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-musllinux_1_1_armv7l.whl

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Size	2.5 MB
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Release files / pydantic_core-2.50.4-cp314-cp314-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp314-cp314-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-win32.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-musllinux_1_1_armv7l.whl

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Size	2.5 MB
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Release files / pydantic_core-2.50.4-cp313-cp313-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp313-cp313-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-win32.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-musllinux_1_1_x86_64.whl

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Size	2.5 MB
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Release files / pydantic_core-2.50.4-cp312-cp312-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

Download URL	pydantic_core-2.50.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
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Release files / pydantic_core-2.50.4-cp312-cp312-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp312-cp312-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-win_arm64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-win32.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-musllinux_1_1_aarch64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux2014_armv7l.manylinux_2_17_armv7l.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp311-cp311-macosx_10_12_x86_64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-win_amd64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-win32.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-musllinux_1_1_x86_64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-musllinux_1_1_armv7l.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-musllinux_1_1_aarch64.whl

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Size	2.3 MB
Tags	CPython 3.10 Linux musl 1.1+ ARM64
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Release files / pydantic_core-2.50.4-cp310-cp310-manylinux_2_31_riscv64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-manylinux1_i686.manylinux_2_5_i686.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-macosx_11_0_arm64.whl

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Release files / pydantic_core-2.50.4-cp310-cp310-macosx_10_12_x86_64.whl

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2.50.4 This release

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pydantic_core 2.50.4