42be8bc8ba
* Add Required to the Annotation * Additional required fields * remove nonempty sting validation * Required Types via Annotated and Dataclass * remove space * Remove inline comment * Switch to getting a list * Fix typo and sort --------- Co-authored-by: Mika Ayenson, PhD <Mikaayenson@users.noreply.github.com>
291 lines
12 KiB
Python
291 lines
12 KiB
Python
# Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
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# or more contributor license agreements. Licensed under the Elastic License
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# 2.0; you may not use this file except in compliance with the Elastic License
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# 2.0.
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"""Generic mixin classes."""
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import dataclasses
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import json
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from pathlib import Path
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from typing import Any, Literal, get_type_hints
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import marshmallow
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import marshmallow_dataclass
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import marshmallow_dataclass.union_field
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import marshmallow_jsonschema # type: ignore[reportMissingTypeStubs]
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import marshmallow_union # type: ignore[reportMissingTypeStubs]
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import typing_inspect # type: ignore[reportMissingTypeStubs]
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from marshmallow import Schema, ValidationError, validates_schema
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from marshmallow import fields as marshmallow_fields
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from semver import Version
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from .config import load_current_package_version
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from .schemas import definitions
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from .schemas.stack_compat import get_incompatible_fields
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from .utils import cached, dict_hash
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UNKNOWN_VALUES = Literal["raise", "exclude", "include"]
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def _strip_none_from_dict(obj: Any) -> Any:
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"""Strip none values from a dict recursively."""
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if isinstance(obj, dict):
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return {key: _strip_none_from_dict(value) for key, value in obj.items() if value is not None} # type: ignore[reportUnknownVariableType]
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if isinstance(obj, list):
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return [_strip_none_from_dict(o) for o in obj] # type: ignore[reportUnknownVariableType]
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if isinstance(obj, tuple):
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return tuple(_strip_none_from_dict(list(obj))) # type: ignore[reportUnknownVariableType]
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return obj
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def get_dataclass_required_fields(cls: Any) -> list[str]:
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"""Get required fields based on both dataclass and type Annotations."""
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required_fields: list[str] = []
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hints = get_type_hints(cls, include_extras=True)
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marshmallow_schema = marshmallow_dataclass.class_schema(cls)()
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for dc_field in dataclasses.fields(cls):
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hint = hints.get(dc_field.name)
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if not hint:
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continue
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mm_field = marshmallow_schema.fields.get(dc_field.name)
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if mm_field is None:
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continue
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if dc_field.default is not dataclasses.MISSING:
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continue
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if getattr(dc_field, "default_factory", dataclasses.MISSING) is not dataclasses.MISSING:
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continue
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if not typing_inspect.is_optional_type(hint) or mm_field.required is True: # type: ignore[reportUnknownVariableType]
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required_fields.append(dc_field.name)
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return required_fields
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def patch_jsonschema(obj: Any) -> dict[str, Any]:
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"""Patch marshmallow-jsonschema output to look more like JSL."""
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def dive(child: dict[str, Any]) -> dict[str, Any]:
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if "$ref" in child:
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name = child["$ref"].split("/")[-1]
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definition = obj["definitions"][name]
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return dive(definition)
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child = child.copy()
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if "default" in child and child["default"] is None:
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child.pop("default")
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child.pop("title", None)
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if "anyOf" in child:
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child["anyOf"] = [dive(c) for c in child["anyOf"]]
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elif isinstance(child["type"], list):
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type_vals: list[str] = child["type"] # type: ignore[reportUnknownVariableType]
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if "null" in type_vals:
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child["type"] = [t for t in type_vals if t != "null"]
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if len(type_vals) == 1:
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child["type"] = child["type"][0]
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if "items" in child:
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child["items"] = dive(child["items"])
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if "properties" in child:
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# .rstrip("_") is workaround for `from_` -> from
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# https://github.com/fuhrysteve/marshmallow-jsonschema/issues/107
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child["properties"] = {k.rstrip("_"): dive(v) for k, v in child["properties"].items()}
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if isinstance(child.get("additionalProperties"), dict):
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# .rstrip("_") is workaround for `from_` -> from
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# https://github.com/fuhrysteve/marshmallow-jsonschema/issues/107
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child["additionalProperties"] = dive(child["additionalProperties"])
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return child
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patched = {"$schema": "http://json-schema.org/draft-04/schema#"}
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patched.update(dive(obj))
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return patched
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class BaseSchema(Schema):
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"""Base schema for marshmallow dataclasses with unknown."""
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class Meta: # type: ignore[reportIncompatibleVariableOverride]
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"""Meta class for marshmallow schema."""
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class MarshmallowDataclassMixin:
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"""Mixin class for marshmallow serialization."""
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@classmethod
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@cached
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def __schema(cls, unknown: UNKNOWN_VALUES | None = None) -> Schema:
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"""Get the marshmallow schema for the data class"""
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if unknown:
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return recursive_class_schema(cls, unknown=unknown)()
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return marshmallow_dataclass.class_schema(cls)()
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def get(self, key: str, default: Any = None) -> Any:
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"""Get a key from the query data without raising attribute errors."""
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return getattr(self, key, default)
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@classmethod
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@cached
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def jsonschema(cls) -> dict[str, Any]:
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"""Get the jsonschema representation for this class."""
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jsonschema = PatchedJSONSchema().dump(cls.__schema()) # type: ignore[reportUnknownMemberType]
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return patch_jsonschema(jsonschema)
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@classmethod
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def from_dict(cls, obj: dict[str, Any], unknown: UNKNOWN_VALUES | None = None) -> Any:
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"""Deserialize and validate a dataclass from a dict using marshmallow."""
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schema = cls.__schema(unknown=unknown)
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return schema.load(obj)
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def to_dict(self, strip_none_values: bool = True) -> dict[str, Any]:
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"""Serialize a dataclass to a dictionary using marshmallow."""
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schema = self.__schema()
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serialized = schema.dump(self)
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if strip_none_values:
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serialized = _strip_none_from_dict(serialized)
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return serialized
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def exclude_class_schema(
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cls: type,
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base_schema: type[Schema] = BaseSchema,
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unknown: UNKNOWN_VALUES = marshmallow.EXCLUDE,
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**kwargs: dict[str, Any],
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) -> type[Schema]:
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"""Get a marshmallow schema for a dataclass with unknown=EXCLUDE."""
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base_schema.Meta.unknown = unknown # type: ignore[reportAttributeAccessIssue]
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return marshmallow_dataclass.class_schema(cls, base_schema=base_schema, **kwargs)
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def recursive_class_schema(
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cls: type,
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base_schema: type[Schema] = BaseSchema,
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unknown: UNKNOWN_VALUES = marshmallow.EXCLUDE,
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**kwargs: dict[str, Any],
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) -> type[Schema]:
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"""Recursively apply the unknown parameter for nested schemas."""
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schema = exclude_class_schema(cls, base_schema=base_schema, unknown=unknown, **kwargs)
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for field in dataclasses.fields(cls):
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if dataclasses.is_dataclass(field.type):
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nested_cls = field.type
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nested_schema = recursive_class_schema(
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nested_cls, # type: ignore[reportArgumentType]
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base_schema=base_schema,
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unknown=unknown,
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**kwargs,
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)
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setattr(schema, field.name, nested_schema)
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return schema
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class LockDataclassMixin:
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"""Mixin class for version and deprecated rules lock files."""
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@classmethod
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@cached
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def __schema(cls) -> Schema:
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"""Get the marshmallow schema for the data class"""
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return marshmallow_dataclass.class_schema(cls)()
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def get(self, key: str, default: Any = None) -> Any:
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"""Get a key from the query data without raising attribute errors."""
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return getattr(self, key, default)
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@classmethod
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def from_dict(cls, obj: dict[str, Any]) -> Any:
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"""Deserialize and validate a dataclass from a dict using marshmallow."""
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schema = cls.__schema()
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try:
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loaded = schema.load(obj)
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except ValidationError as e:
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err_msg = json.dumps(e.normalized_messages(), indent=2)
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raise ValidationError(f"Validation error loading: {cls.__name__}\n{err_msg}") from e
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return loaded
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def to_dict(self, strip_none_values: bool = True) -> dict[str, Any]:
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"""Serialize a dataclass to a dictionary using marshmallow."""
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schema = self.__schema()
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serialized: dict[str, Any] = schema.dump(self)
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if strip_none_values:
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serialized = _strip_none_from_dict(serialized)
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return serialized["data"]
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@classmethod
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def load_from_file(cls, lock_file: Path | None = None) -> Any:
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"""Load and validate a version lock file."""
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path = getattr(cls, "file_path", lock_file)
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if not path:
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raise ValueError("No file path found")
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contents = json.loads(path.read_text())
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return cls.from_dict({"data": contents})
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def sha256(self) -> definitions.Sha256:
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"""Get the sha256 hash of the version lock contents."""
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contents = self.to_dict()
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return dict_hash(contents)
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def save_to_file(self, lock_file: Path | None = None) -> None:
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"""Save and validate a version lock file."""
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path = lock_file or getattr(self, "file_path", None)
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if not path:
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raise ValueError("No file path found")
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contents = self.to_dict()
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_ = path.write_text(json.dumps(contents, indent=2, sort_keys=True))
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class StackCompatMixin:
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"""Mixin to restrict schema compatibility to defined stack versions."""
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@validates_schema
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def validate_field_compatibility(self, data: dict[str, Any], **_: dict[str, Any]) -> None:
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"""Verify stack-specific fields are properly applied to schema."""
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package_version = Version.parse(load_current_package_version(), optional_minor_and_patch=True)
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schema_fields = getattr(self, "fields", {})
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incompatible = get_incompatible_fields(list(schema_fields.values()), package_version)
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if not incompatible:
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return
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package_version = load_current_package_version()
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for field, bounds in incompatible.items():
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min_compat, max_compat = bounds
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if data.get(field) is not None:
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raise ValidationError(
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f'Invalid field: "{field}" for stack version: {package_version}, '
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f"min compatibility: {min_compat}, max compatibility: {max_compat}"
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)
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class PatchedJSONSchema(marshmallow_jsonschema.JSONSchema):
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# Patch marshmallow-jsonschema to support marshmallow-dataclass[union]
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def _get_schema_for_field(self, obj: Any, field: Any) -> Any:
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"""Patch marshmallow_jsonschema.base.JSONSchema to support marshmallow-dataclass[union]."""
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if isinstance(field, marshmallow_fields.Raw) and field.allow_none and not field.validate:
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# raw fields shouldn't be type string but type any. bug in marshmallow_dataclass:__init__.py:
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return {"type": ["string", "number", "object", "array", "boolean", "null"]}
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if isinstance(field, marshmallow_dataclass.union_field.Union):
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# convert to marshmallow_union.Union
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field = marshmallow_union.Union(
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[subfield for _, subfield in field.union_fields],
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metadata=field.metadata, # type: ignore[reportUnknownMemberType]
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required=field.required,
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name=field.name, # type: ignore[reportUnknownMemberType]
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parent=field.parent, # type: ignore[reportUnknownMemberType]
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root=field.root, # type: ignore[reportUnknownMemberType]
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error_messages=field.error_messages,
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default_error_messages=field.default_error_messages,
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default=field.default, # type: ignore[reportUnknownMemberType]
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allow_none=field.allow_none,
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)
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return super()._get_schema_for_field(obj, field) # type: ignore[reportUnknownMemberType]
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