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"""
Registry of elementwise epilogues
Elementwise epilogues can be added to many CUTLASS kernels in the CUTLAS Python interface via
code like the following for GEMM:
.. highlight:: python
.. code-block:: python
    plan = cutlass.op.Gemm(element=cutlass.DataType.f32, layout=cutlass.LayoutType.RowMajor)
    plan.activation = cutlass.epilogue.relu
"""
from cutlass.backend import epilogue
gelu = epilogue.gelu
hardswish = epilogue.hardswish
identity = epilogue.identity
leaky_relu = epilogue.leaky_relu
relu = epilogue.relu
sigmoid = epilogue.sigmoid
silu = epilogue.silu
tanh = epilogue.tanh
_activations = [gelu, hardswish, identity, leaky_relu, relu, sigmoid, silu, tanh]
[docs]def get_activations() -> list:
    """
    Returns a list of available activation functions
    :return: list of available activation functions
    :rtype: list
    """
    return _activations 
[docs]def get_activation_epilogue(
    activation,
    element_output,
    elements_per_access,
    element_accumulator,
    element_compute,
):
    """
    Return an epilogue corresponding to the activation function, data types, and alignment
    used in the kernel
    :param activation: elementwise activation function to use
    :param element_output: data type of the output
    :param elements_per_access: alignment of operand C of the kernel
    :type elements_per_access: int
    :param element_accumulator: data type of the accumulated output C
    :param element_compute: data type in which compute operations should be performed
    :return: epilogue functor
    """
    if activation not in _activations:
        raise Exception(
            f"Unsupported activation type {activation}. Available activations are: {_activations}"
        )
    if activation == identity:
        return epilogue.LinearCombination(
            element_output, elements_per_access, element_accumulator, element_compute
        )
    else:
        return epilogue.LinearCombinationGeneric(
            activation(element_compute),
            element_output,
            elements_per_access,
            element_accumulator,
            element_compute,
        )