# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. from onnxscript import script from onnxscript.onnx_opset import opset15 as op from onnxscript.onnx_types import FLOAT @script() def MySelu(X: FLOAT[None], alpha: FLOAT[1], gamma: FLOAT[1]) -> FLOAT[None]: zero = op.Constant(value_float=1.0) neg = gamma * (alpha * op.Exp(X) - alpha) pos = gamma * X return op.Where(X <= zero, neg, pos) @script() def MyElu(X: FLOAT[None], beta: FLOAT[1]) -> FLOAT[None]: alpha = op.Constant(value_float=1.0) return MySelu(X, alpha, beta) @script() def MyEluB(X: FLOAT[None], beta: FLOAT[1]) -> FLOAT[None]: alpha = op.Constant(value_float=1.0) res = MySelu(X, alpha, beta) return res @script() def MyEluC(X: FLOAT[None], beta: FLOAT[1]) -> FLOAT[None]: alpha = op.Constant(value_float=1.0) res = op.Identity(MySelu(X, alpha, beta)) return res @script() def MyEluD(X: FLOAT[None], beta: FLOAT[1]) -> FLOAT[None]: res = op.Identity(MyEluC(X, beta)) return res @script() def IfMyEluD(X: FLOAT[None], beta: FLOAT[1]) -> FLOAT[None]: zero = op.Constant(value_float=1.0) if beta > zero: result = MyEluB(X, beta) else: result = MyEluC(X, beta) return result