ml_switcheroo.testing.fuzzer.heuristics
=======================================

.. py:module:: ml_switcheroo.testing.fuzzer.heuristics

.. autoapi-nested-parse::

   Name-Based Heuristics for Input Generation.

   This module provides fallback logic for generating inputs when explicit
   type hints are missing, generally based on argument naming conventions.



Functions
---------

.. autoapisummary::

   ml_switcheroo.testing.fuzzer.heuristics.guess_dtype_by_name
   ml_switcheroo.testing.fuzzer.heuristics.generate_by_heuristic


Module Contents
---------------

.. py:function:: guess_dtype_by_name(name: str) -> str

   Guesses the logical type of an argument based on its name.

   :param name: The argument name.
   :type name: str

   :returns: 'bool', 'int', or 'float'.
   :rtype: str


.. py:function:: generate_by_heuristic(name: str, base_shape: Tuple[int, Ellipsis], constraints: Dict[str, Any] = None) -> Any

   Generates a value based on the argument name when no type hint is provided.

   Respects provided constraints if any.

   :param name: Argument name (e.g. 'axis', 'x').
   :type name: str
   :param base_shape: Default shape for array generation.
   :type base_shape: Tuple
   :param constraints: Optional constraints (min/max/type).
   :type constraints: Dict

   :returns: Generated value.
   :rtype: Any