Upload dataclass.py with huggingface_hub
Browse files- dataclass.py +331 -72
dataclass.py
CHANGED
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@@ -1,89 +1,348 @@
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class AbstractFieldValue:
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def __init__(self):
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raise TypeError("Abstract field must be overridden in subclass")
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import dataclasses
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def __init__(self, *, default=dataclasses.MISSING, default_factory=dataclasses.MISSING,
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init=True, repr=True, hash=None, compare=True, metadata=None):
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self.field = dataclasses.field(default=default, default_factory=default_factory,
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init=init, repr=repr, hash=hash, compare=compare, metadata=metadata)
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def abstractfield():
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return dataclasses.field(default_factory=AbstractFieldValue)
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new_class = super().__new__(cls, name, bases, attrs)
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new_class = dataclasses.dataclass(new_class)
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pass
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if __name__ == '__main__':
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# Test classes
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class GrandparentClass(Dataclass):
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abstract_field: int = abstractfield()
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final_field: str = finalfield(default_factory=lambda: 'Hello')
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pass
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print(f'IncorrectChildClass1: {IncorrectChildClass1} - passed')
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except Exception as e:
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print(f'IncorrectChildClass1: {str(e)} - failed')
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try:
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incorrect_child_class1_instance = IncorrectChildClass1()
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print(f'IncorrectChildClass1 instance: {incorrect_child_class1_instance} - failed')
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except Exception as e:
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print(f'IncorrectChildClass1 instantiation: {str(e)} - passed')
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# Testing the final field functionality
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try:
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class IncorrectChildClass2(ParentClass):
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final_field: str = 'Hello' # This attempts to override the final field
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print(f'IncorrectChildClass2: {IncorrectChildClass2} - failed')
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except Exception as e:
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print(f'IncorrectChildClass2: {str(e)} - passed')
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import copy
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import dataclasses
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from abc import ABCMeta
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from copy import deepcopy
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from typing import Any, final
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_FIELDS = "__fields__"
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@dataclasses.dataclass
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class Field:
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"""
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An alternative to dataclasses.dataclass decorator for a more flexible field definition.
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Attributes:
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default (Any, optional): Default value for the field. Defaults to None.
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name (str, optional): Name of the field. Defaults to None.
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type (type, optional): Type of the field. Defaults to None.
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default_factory (Any, optional): A function that returns the default value. Defaults to None.
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final (bool, optional): A boolean indicating if the field is final (cannot be overridden). Defaults to False.
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abstract (bool, optional): A boolean indicating if the field is abstract (must be implemented by subclasses). Defaults to False.
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required (bool, optional): A boolean indicating if the field is required. Defaults to False.
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origin_cls (type, optional): The original class that defined the field. Defaults to None.
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"""
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default: Any = None
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name: str = None
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type: type = None
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init: bool = True
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default_factory: Any = None
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final: bool = False
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abstract: bool = False
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required: bool = False
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origin_cls: type = None
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def get_default(self):
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if self.default_factory is not None:
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return self.default_factory()
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else:
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return self.default
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@dataclasses.dataclass
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class FinalField(Field):
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def __post_init__(self):
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self.final = True
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@dataclasses.dataclass
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class RequiredField(Field):
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def __post_init__(self):
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self.required = True
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@dataclasses.dataclass
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class AbstractField(Field):
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def __post_init__(self):
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self.abstract = True
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class FinalFieldError(TypeError):
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pass
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class RequiredFieldError(TypeError):
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pass
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class AbstractFieldError(TypeError):
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pass
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class TypeMismatchError(TypeError):
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pass
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standart_variables = dir(object)
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def is_possible_field(field_name, field_value):
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"""
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Check if a name-value pair can potentially represent a field.
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Args:
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field_name (str): The name of the field.
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field_value: The value of the field.
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Returns:
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bool: True if the name-value pair can represent a field, False otherwise.
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"""
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return field_name not in standart_variables and not field_name.startswith("__") and not callable(field_value)
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def get_fields(cls, attrs):
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"""
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Get the fields for a class based on its attributes.
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Args:
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cls (type): The class to get the fields for.
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attrs (dict): The attributes of the class.
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Returns:
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dict: A dictionary mapping field names to Field instances.
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"""
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fields = {**getattr(cls, _FIELDS, {})}
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annotations = {**attrs.get("__annotations__", {})}
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for attr_name, attr_value in attrs.items():
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if attr_name not in annotations and is_possible_field(attr_name, attr_value):
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if attr_name in fields:
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if not isinstance(attr_value, fields[attr_name].type):
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raise TypeMismatchError(
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f"Type mismatch for field '{attr_name}' of class '{fields[attr_name].origin_cls}'. Expected {fields[attr_name].type}, got {type(attr_value)}"
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)
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annotations[attr_name] = fields[attr_name].type
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for field_name, field_type in annotations.items():
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if field_name in fields and fields[field_name].final:
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raise FinalFieldError(
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f"Final field {field_name} defined in {fields[field_name].origin_cls} overridden in {cls}"
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)
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args = {
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"name": field_name,
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"type": field_type,
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"origin_cls": attrs["__qualname__"],
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}
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if field_name in attrs:
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field = attrs[field_name]
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if isinstance(field, Field):
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args = {**dataclasses.asdict(field), **args}
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elif isinstance(field, dataclasses.Field):
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args = {
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"default": field.default,
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"name": field.name,
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"type": field.type,
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"init": field.init,
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"default_factory": field.default_factory,
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**args,
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}
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else:
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args["default"] = field
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else:
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args["default"] = dataclasses.MISSING
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args["default_factory"] = None
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args["required"] = True
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field_instance = Field(**args)
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fields[field_name] = field_instance
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return fields
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| 156 |
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def is_dataclass(obj):
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"""Returns True if obj is a dataclass or an instance of a
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| 158 |
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dataclass."""
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| 159 |
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cls = obj if isinstance(obj, type) else type(obj)
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return hasattr(cls, _FIELDS)
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| 161 |
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| 162 |
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| 163 |
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def class_fields(obj):
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| 164 |
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all_fields = fields(obj)
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| 165 |
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return [field for field in all_fields if field.origin_cls == obj.__class__.__qualname__]
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| 166 |
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| 167 |
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| 168 |
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def fields(cls):
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| 169 |
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return list(getattr(cls, _FIELDS).values())
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| 170 |
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| 171 |
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| 172 |
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def fields_names(cls):
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| 173 |
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return list(getattr(cls, _FIELDS).keys())
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| 174 |
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| 175 |
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| 176 |
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def final_fields(cls):
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| 177 |
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return [field for field in fields(cls) if field.final]
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| 178 |
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| 179 |
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| 180 |
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def required_fields(cls):
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| 181 |
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return [field for field in fields(cls) if field.required]
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| 182 |
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| 183 |
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| 184 |
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def abstract_fields(cls):
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| 185 |
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return [field for field in fields(cls) if field.abstract]
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| 186 |
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| 187 |
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| 188 |
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def is_abstract_field(field):
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return field.abstract
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| 190 |
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| 191 |
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| 192 |
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def is_final_field(field):
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| 193 |
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return field.final
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| 194 |
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| 195 |
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| 196 |
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def get_field_default(field):
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| 197 |
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if field.default_factory is not None:
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| 198 |
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return field.default_factory()
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| 199 |
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else:
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| 200 |
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return field.default
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| 201 |
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| 202 |
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| 203 |
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def asdict(obj):
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| 204 |
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assert is_dataclass(obj), f"{obj} must be a dataclass, got {type(obj)} with bases {obj.__class__.__bases__}"
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| 205 |
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return _asdict_inner(obj)
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| 206 |
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| 207 |
+
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| 208 |
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def _asdict_inner(obj):
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| 209 |
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if is_dataclass(obj):
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| 210 |
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result = {}
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| 211 |
+
for field in fields(obj):
|
| 212 |
+
v = getattr(obj, field.name)
|
| 213 |
+
result[field.name] = _asdict_inner(v)
|
| 214 |
+
return result
|
| 215 |
+
elif isinstance(obj, tuple) and hasattr(obj, "_fields"): # named tuple
|
| 216 |
+
return type(obj)(*[_asdict_inner(v) for v in obj])
|
| 217 |
+
elif isinstance(obj, (list, tuple)):
|
| 218 |
+
return type(obj)([_asdict_inner(v) for v in obj])
|
| 219 |
+
elif isinstance(obj, dict):
|
| 220 |
+
return type(obj)({_asdict_inner(k): _asdict_inner(v) for k, v in obj.items()})
|
| 221 |
+
else:
|
| 222 |
+
return copy.deepcopy(obj)
|
| 223 |
+
|
| 224 |
+
|
| 225 |
+
class DataclassMeta(ABCMeta):
|
| 226 |
+
"""
|
| 227 |
+
Metaclass for Dataclass.
|
| 228 |
+
Checks for final fields when a subclass is created.
|
| 229 |
+
"""
|
| 230 |
+
|
| 231 |
+
@final
|
| 232 |
+
def __init__(cls, name, bases, attrs):
|
| 233 |
+
super().__init__(name, bases, attrs)
|
| 234 |
+
setattr(cls, _FIELDS, get_fields(cls, attrs))
|
| 235 |
+
|
| 236 |
+
|
| 237 |
+
class Dataclass(metaclass=DataclassMeta):
|
| 238 |
+
"""
|
| 239 |
+
Base class for data-like classes that provides additional functionality and control
|
| 240 |
+
over Python's built-in @dataclasses.dataclass decorator. Other classes can inherit from
|
| 241 |
+
this class to get the benefits of this implementation. As a base class, it ensures that
|
| 242 |
+
all subclasses will automatically be data classes.
|
| 243 |
+
|
| 244 |
+
The usage and field definitions are similar to Python's built-in @dataclasses.dataclass decorator.
|
| 245 |
+
However, this implementation provides additional classes for defining "final", "required",
|
| 246 |
+
and "abstract" fields.
|
| 247 |
+
|
| 248 |
+
Key enhancements of this custom implementation:
|
| 249 |
+
|
| 250 |
+
1. Automatic Data Class Creation: All subclasses automatically become data classes,
|
| 251 |
+
without needing to use the @dataclasses.dataclass decorator.
|
| 252 |
+
|
| 253 |
+
2. Field Immutability: Supports creation of "final" fields (using FinalField class) that
|
| 254 |
+
cannot be overridden by subclasses. This functionality is not natively supported in
|
| 255 |
+
Python or in the built-in dataclasses module.
|
| 256 |
+
|
| 257 |
+
3. Required Fields: Supports creation of "required" fields (using RequiredField class) that
|
| 258 |
+
must be provided when creating an instance of the class, adding a level of validation
|
| 259 |
+
not present in the built-in dataclasses module.
|
| 260 |
+
|
| 261 |
+
4. Abstract Fields: Supports creation of "abstract" fields (using AbstractField class) that
|
| 262 |
+
must be overridden by any non-abstract subclass. This is similar to abstract methods in
|
| 263 |
+
an abc.ABC class, but applied to fields.
|
| 264 |
+
|
| 265 |
+
5. Type Checking: Performs type checking to ensure that if a field is redefined in a subclass,
|
| 266 |
+
the type of the field remains consistent, adding static type checking not natively supported
|
| 267 |
+
in Python.
|
| 268 |
+
|
| 269 |
+
6. Error Definitions: Defines specific error types (FinalFieldError, RequiredFieldError,
|
| 270 |
+
AbstractFieldError, TypeMismatchError) for providing detailed error information during debugging.
|
| 271 |
+
|
| 272 |
+
7. MetaClass Usage: Uses a metaclass (DataclassMeta) for customization of class creation,
|
| 273 |
+
allowing checks and alterations to be made at the time of class creation, providing more control.
|
| 274 |
+
|
| 275 |
+
Example:
|
| 276 |
+
```
|
| 277 |
+
class Parent(Dataclass):
|
| 278 |
+
final_field: int = FinalField(1) # this field cannot be overridden
|
| 279 |
+
required_field: str = RequiredField()
|
| 280 |
+
also_required_field: float
|
| 281 |
+
abstract_field: int = AbstractField()
|
| 282 |
+
|
| 283 |
+
class Child(Parent):
|
| 284 |
+
abstract_field = 3 # now once overridden, this is no longer abstract
|
| 285 |
+
required_field = Field(name="required_field", default="provided", type=str)
|
| 286 |
+
|
| 287 |
+
class Mixin(Dataclass):
|
| 288 |
+
mixin_field = Field(name="mixin_field", default="mixin", type=str)
|
| 289 |
+
|
| 290 |
+
class GrandChild(Child, Mixin):
|
| 291 |
+
pass
|
| 292 |
+
|
| 293 |
+
grand_child = GrandChild()
|
| 294 |
+
print(grand_child.to_dict())
|
| 295 |
+
```
|
| 296 |
+
|
| 297 |
+
"""
|
| 298 |
+
|
| 299 |
+
@final
|
| 300 |
+
def __init__(self, *args, **kwargs):
|
| 301 |
+
"""
|
| 302 |
+
Initialize fields based on kwargs.
|
| 303 |
+
Checks for abstract fields when an instance is created.
|
| 304 |
+
"""
|
| 305 |
+
init_fields = [field for field in fields(self) if field.init]
|
| 306 |
+
for field, arg in zip(init_fields, args):
|
| 307 |
+
kwargs[field.name] = arg
|
| 308 |
+
|
| 309 |
+
for field in abstract_fields(self):
|
| 310 |
+
raise AbstractFieldError(
|
| 311 |
+
f"Abstract field '{field.name}' of class {field.origin_cls} not implemented in {self.__class__.__name__}"
|
| 312 |
+
)
|
| 313 |
+
|
| 314 |
+
for field in required_fields(self):
|
| 315 |
+
if field.name not in kwargs:
|
| 316 |
+
raise RequiredFieldError(
|
| 317 |
+
f"Required field '{field.name}' of class {field.origin_cls} not set in {self.__class__.__name__}"
|
| 318 |
+
)
|
| 319 |
+
|
| 320 |
+
for field in fields(self):
|
| 321 |
+
if field.name in kwargs:
|
| 322 |
+
setattr(self, field.name, kwargs[field.name])
|
| 323 |
+
else:
|
| 324 |
+
setattr(self, field.name, get_field_default(field))
|
| 325 |
+
|
| 326 |
+
self.__post_init__()
|
| 327 |
+
|
| 328 |
+
@property
|
| 329 |
+
def __is_dataclass__(self) -> bool:
|
| 330 |
+
return True
|
| 331 |
+
|
| 332 |
+
def __post_init__(self):
|
| 333 |
+
"""
|
| 334 |
+
Post initialization hook.
|
| 335 |
+
"""
|
| 336 |
pass
|
| 337 |
|
| 338 |
+
def to_dict(self):
|
| 339 |
+
"""
|
| 340 |
+
Convert to dict.
|
| 341 |
+
"""
|
| 342 |
+
return asdict(self)
|
| 343 |
+
|
| 344 |
+
def __repr__(self) -> str:
|
| 345 |
+
"""
|
| 346 |
+
String representation.
|
| 347 |
+
"""
|
| 348 |
+
return f"{self.__class__.__name__}({', '.join([f'{field.name}={repr(getattr(self, field.name))}' for field in fields(self)])})"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|