pydantic-core

CI Coverage pypi versions license

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

You'll need rust stable installed, or rust nightly if you want to generate accurate coverage.

With rust and python 3.9+ installed, compiling pydantic-core should be possible with roughly the following:

# clone this repo or your fork
git clone git@github.com:pydantic/pydantic-core.git
cd pydantic-core
# create a new virtual env
python3 -m venv env
source env/bin/activate
# install dependencies and install pydantic-core
make install

That should be it, the example shown above should now run.

You might find it useful to look at python/pydantic_core/_pydantic_core.pyi and python/pydantic_core/core_schema.py for more information on the python API, beyond that, tests/ provide a large number of examples of usage.

If you want to contribute to pydantic-core, you'll want to use some other make commands:

  • 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 to run format build-dev lint test

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

  1. Bump package version locally. Do not just edit Cargo.toml on Github, you need both Cargo.toml and Cargo.lock to be updated.
  2. Make a PR for the version bump and merge it.
  3. Go to https://github.com/pydantic/pydantic-core/releases and click "Draft a new release"
  4. In the "Choose a tag" dropdown enter the new tag v<the.new.version> and select "Create new tag on publish" when the option appears.
  5. Enter the release title in the form "v<the.new.version> "
  6. Click Generate release notes button
  7. Click Publish release
  8. Go to https://github.com/pydantic/pydantic-core/actions and ensure that all build for release are done successfully.
  9. Go to https://pypi.org/project/pydantic-core/ and ensure that the latest release is published.
  10. Done 🎉

Project links

Data verified by PyPI on Jul 26, 2025
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Newer release available (2.50.0)

Owner

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2 maintainers

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Data sourced directly from PyPI's database.
Avatar for dmontagu from gravatar.com dmontagu Avatar for samuelcolvin from gravatar.com samuelcolvin

Credits

Author: Samuel Colvin

GitHub Statistics

Data verified by PyPI on Jul 26, 2025
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License (MIT)

Requires

Python >=3.9

Classifiers

Report project as malware

Metadata

Project links

Data verified by PyPI on Jul 26, 2025
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (2.50.0)

Owner

PyPI data
Data sourced directly from PyPI's database.

2 maintainers

PyPI data
Data sourced directly from PyPI's database.
Avatar for dmontagu from gravatar.com dmontagu Avatar for samuelcolvin from gravatar.com samuelcolvin

Credits

Author: Samuel Colvin

GitHub Statistics

Data verified by PyPI on Jul 26, 2025
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT License (MIT)

Requires

Python >=3.9

Classifiers

Report project as malware

Release files for pydantic_core 2.37.2

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pydantic_core-2.37.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 2.0 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
pydantic_core-2.37.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 2.3 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details
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pydantic_core-2.37.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 2.0 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARMv7l Details
pydantic_core-2.37.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 2.0 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
pydantic_core-2.37.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl 2.2 MB CPython 3.9 CPython 3.9 Linux glibc 2.5+ x86-32 Details
pydantic_core-2.37.2-cp39-cp39-macosx_11_0_arm64.whl 1.9 MB CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
pydantic_core-2.37.2-cp39-cp39-macosx_10_12_x86_64.whl 2.1 MB CPython 3.9 CPython 3.9 macOS 10.12+ x86-64 Details

Total release size: 222.8 MB

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2.50.0

137 release files

2.49.0

137 release files

2.48.0

137 release files

2.47.0

107 release files

2.46.5

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2.46.4

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2.46.3

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2.46.2

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2.46.1

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2.46.0

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2.45.0

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2.44.0

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2.43.0

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2.42.0

113 release files

2.41.5

121 release files

2.41.4

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2.41.3

117 release files

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2.41.2

61 release files

2.41.1

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2.41.0

113 release files

2.40.1

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2.40.0

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2.39.0

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2.38.0

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This release

2.37.2 This release

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2.37.1

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2.37.0

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2.36.0

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2.35.2

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2.18.4

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2.18.3

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2.17.0

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2.16.3

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2.16.2

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2.16.1

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2.16.0

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2.15.0

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2.14.6

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2.14.5

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2.14.3

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2.14.1

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2.13.0

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2.12.0

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2.11.0

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2.10.1

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2.6.3

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2.2.0

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2.1.3

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2.1.2

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2.0.2

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2.0.1

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2.0.0

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0.42.0

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0.40.1

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0.13.0

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0.11.1

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0.10.0

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0.9.0

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0.8.2

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0.7.1

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0.6.0

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0.5.3

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0.4.0

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0.3.1

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0.1.0

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0.0.1

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