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asdfpydantic 1.1.0
asdf-pydantic
Create ASDF tags with pydantic models.
from asdf_pydantic import AsdfPydanticModel
class Rectangle(AsdfPydanticModel):
_tag = "asdf://asdf-pydantic/examples/tags/rectangle-1.0.0"
width: float
height: float
# After creating extension and install ...
af = asdf.AsdfFile()
af["rect"] = Rectangle(width=1, height=1)
#ASDF 1.0.0
#ASDF_STANDARD 1.5.0
%YAML 1.1
%TAG ! tag:stsci.edu:asdf/
--- !core/asdf-1.1.0
asdf_library: !core/software-1.0.0 {
author: The ASDF Developers,
homepage: 'http://github.com/asdf-format/asdf',
name: asdf,
version: 2.14.3}
history:
extensions:
- !core/extension_metadata-1.0.0
extension_class: asdf.extension.BuiltinExtension
software: !core/software-1.0.0 {
name: asdf,
version: 2.14.3}
- !core/extension_metadata-1.0.0 {
extension_class: mypackage.shapes.ShapesExtension,
extension_uri: 'asdf://asdf-pydantic/shapes/extensions/shapes-1.0.0'}
rect: !<asdf://asdf-pydantic/shapes/tags/rectangle-1.0.0> {
height: 1.0,
width: 1.0}
...
Features
Create ASDF tag from your pydantic models with batteries (converters) included.
Validates data models as you create them and not only when reading and writing ASDF files.
Preserve Python types when deserializing ASDF files.
All the cool things that comes with pydantic (e.g., JSON encoder, JSON schema, Pydantic types).
Comes with ASDF schemas (TBD).
Installation
pip install asdf-pydantic
Usage
Define your data model with AsdfPydanticModel. For pydantic fans, this has
all the features of pydantic's BaseModel.
# mypackage/shapes.py
from asdf_pydantic import AsdfPydanticModel
class Rectangle(AsdfPydanticModel):
_tag = "asdf://asdf-pydantic/examples/tags/rectangle-1.0.0"
width: float
height: float
Then create an extension with the converter included with asdf-pydantic:
# mypackage/extensions.py
from asdf.extension import Extension
from asdf_pydantic.converter import AsdfPydanticConverter
from mypackage.shapes import Rectangle
AsdfPydanticConverter.add_models(Rectangle)
class ShapesExtension(Extension):
extension_uri = "asdf://asdf-pydantic/examples/extensions/shapes-1.0.0"
converters = [AsdfPydanticConverter()]
tags = [*AsdfPydanticConverter().tags]
Install the extension either by entry point specification or add it to
asdf.get_config():
import asdf
from mypackage.extensions import ShapeExtension
asdf.get_config().add_extension(ShapesExtension())
af = asdf.AsdfFile()
af["rect"] = Rectangle(width=1, height=1)
with open("shapes.asdf", "wb") as fp:
af.write_to(fp)
:maxdepth: 1
model
autoapi
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