data_designer.config.sampler_constraints

Bases: str, enum.Enum

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SCALAR_INEQUALITY = scalar_inequality

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COLUMN_INEQUALITY = column_inequality

Bases: str, enum.Enum

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LT = lt

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LE = le

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GT = gt

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GE = ge

Bases: data_designer.config.base.ConfigBase, abc.ABC

Base class for sampler constraints. Use a concrete subclass, not this class directly.

Initialization:

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

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target_column: str = Field(...)

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constraint_type: data_designer.config.sampler_constraints.ConstraintType = Field(...)

Bases: data_designer.config.sampler_constraints.Constraint

Constrain a sampler column to be less/greater than a scalar value.

Only applies to sampler columns.

Parameters:

Inherited Attributes: target_column (required): Name of the sampler column this constraint applies to. Attributes:

Initialization:

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

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rhs: float = Field(...)

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operator: data_designer.config.sampler_constraints.InequalityOperator = Field(...)

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constraint_type: typing.Literal[data_designer.config.sampler_constraints.ConstraintType] = Field(...)

Bases: data_designer.config.sampler_constraints.Constraint

Constrain a sampler column to be less/greater than another sampler column.

Only applies to sampler columns.

Parameters:

Inherited Attributes: target_column (required): Name of the sampler column this constraint applies to. Attributes:

Initialization:

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

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rhs: str = Field(...)

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operator: data_designer.config.sampler_constraints.InequalityOperator = Field(...)

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constraint_type: typing.Literal[data_designer.config.sampler_constraints.ConstraintType] = Field(...)

Resolve the constraint type for both tagged and legacy config shapes.