validate_parameter
validate_parameter(
params: dict[str, Any],
param_name:Â str,
allowed_types: tuple[Any, ...],
allow_None:Â bool,
default_value:Â Any,
numerical_bound: tuple[float | None, float | None] | None,
allowed_values:Â list[Any]Â |Â None
) -> Any
Validates a given config parameter, checking its type, values, and setting defaults
Parameters:
params (Dict[str, Any]): Dictionary containing parameters to validate.
param_name (str): The name of the parameter to validate.
allowed_types (Tuple): Tuple of acceptable types for the parameter.
allow_None (bool): Whether the parameter can be None
.
default_value (Any): The default value to use if the parameter is invalid or missing.
numerical_bound (Optional[Tuple[Optional[float], Optional[float]]]):
A tuple specifying the lower and upper bounds for numerical parameters.
Each bound can be None
if not applicable.
allowed_values (Optional[List[Any]]): A list of acceptable values for the parameter.
Can be None
if no specific values are required.
Returns:
Any: The validated parameter value or the default value if validation fails.
Raises:
TypeError: If allowed_values
is provided but is not a list.
Example Usage:
# Validating a numerical parameter within specific bounds
params = \{"temperature": 0.5, "safety_model": "Meta-Llama/Llama-Guard-7b"}
temperature = validate_parameter(params, "temperature", (int, float), True, 0.7, (0, 1), None)
# Result: 0.5
# Validating a parameter that can be one of a list of allowed values
model = validate_parameter(
params, "safety_model", str, True, None, None, ["Meta-Llama/Llama-Guard-7b", "Meta-Llama/Llama-Guard-13b"]
)
# If "safety_model" is missing or invalid in params, defaults to "default"
Parameters:
Name | Description |
---|
params | Type: dict[str, typing.Any] |
param_name | Type: str |
allowed_types | Type: tuple[typing.Any, …] |
allow_None | Type: bool |
default_value | Type: Any |
numerical_bound | Type: tuple[float | None, float | None] | None |
allowed_values | Type: list[typing.Any]Â |Â None |
Returns:
Type | Description |
---|
Any | Any: The validated parameter value or the default value if validation fails. |