/* * Copyright (c) 2021 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #ifndef ARM_COMPUTE_ACL_OPERATORS_H_ #define ARM_COMPUTE_ACL_OPERATORS_H_ #include "arm_compute/AclDescriptors.h" #include "arm_compute/AclTypes.h" /** Used during an operator creation to validate its support */ #define ARM_COMPUTE_VALIDATE_OPERATOR_SUPPORT ((AclOperator *)(size_t)-1) #ifdef __cplusplus extern "C" { #endif /** __cplusplus */ /** Create an activation operator * * Applies an activation function to a given tensor . * Compute Library supports a wide list of activation functions @ref AclActivationType. * * A summarized table is the following: * Activation Function | Mathematical Expression | * -------------------------|------------------------------------------------------------------------------------------------------------------------------------------| * Identity | \f$ f(x)= x \f$ | * Logistic | \f$ f(x) = \frac{1}{1 + e^{-x}} \f$ | * Tanh | \f$ f(x) = a \cdot tanh(b \cdot x) \f$ | * Relu | \f$ f(x) = max(0,x) \f$ | * Bounded Relu | \f$ f(x) = min(a, max(0,x)) \f$ | * Lower-Upper Bounded Relu | \f$ f(x) = min(a, max(b,x)) \f$ | * Leaky Relu | \f$ f(x) = \begin{cases} \alpha x & \quad \text{if } x \text{ < 0}\\ x & \quad \text{if } x \geq \text{ 0 } \end{cases} \f$ | * Soft Relu | \f$ f(x)= log(1+e^x) \f$ | * Soft Elu | \f$ f(x) = \begin{cases} \alpha (exp(x) - 1) & \quad \text{if } x \text{ < 0}\\ x & \quad \text{if } x \geq \text{ 0 } \end{cases} \f$ | * Abs | \f$ f(x)= |x| \f$ | * Square | \f$ f(x)= x^2 \f$ | * Sqrt | \f$ f(x) = \sqrt{x} \f$ | * Linear | \f$ f(x)= ax + b \f$ | * Hard Swish | \f$ f(x) = (x * relu6(x+3))/6 \f$ | * * Backends: * - OpenCL: ClActivationLayer * - Cpu : CpuActivationLayer * * @param[in, out] op Operator construct to be created if creation was successful * @param[in] ctx Context to be used for the creation of the operator * @param[in] src Source tensor descriptor. Slot id: ACL_SRC * @param[in] dst Destination tensor descriptor. Slot id: ACL_DST * @param[in] info Activation meta-data * * @return Status code * * Returns: * - @ref AclSuccess if function was completed successfully * - @ref AclOutOfMemory if there was a failure allocating memory resources * - @ref AclUnsupportedTarget if operator for the requested target is unsupported * - @ref AclInvalidArgument if a given argument is invalid */ AclStatus AclActivation(AclOperator *op, AclContext ctx, const AclTensorDescriptor *src, const AclTensorDescriptor *dst, const AclActivationDescriptor info); #ifdef __cplusplus } #endif /** __cplusplus */ #endif /* ARM_COMPUTE_ACL_OPERATORS_H_ */