| /* Copyright 2019 The TensorFlow Authors. All Rights Reserved. |
| |
| Licensed under the Apache License, Version 2.0 (the "License"); |
| you may not use this file except in compliance with the License. |
| You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, software |
| distributed under the License is distributed on an "AS IS" BASIS, |
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| See the License for the specific language governing permissions and |
| limitations under the License. |
| ==============================================================================*/ |
| |
| #ifndef TENSORFLOW_LITE_MICRO_KERNELS_ACTIVATION_UTILS_H_ |
| #define TENSORFLOW_LITE_MICRO_KERNELS_ACTIVATION_UTILS_H_ |
| |
| #include <algorithm> |
| #include <cmath> |
| |
| #include "tensorflow/lite/c/builtin_op_data.h" |
| #include "tensorflow/lite/kernels/internal/cppmath.h" |
| #include "tensorflow/lite/kernels/internal/max.h" |
| #include "tensorflow/lite/kernels/internal/min.h" |
| |
| namespace tflite { |
| namespace ops { |
| namespace micro { |
| |
| // Returns the floating point value for a fused activation: |
| inline float ActivationValFloat(TfLiteFusedActivation act, float a) { |
| switch (act) { |
| case kTfLiteActNone: |
| return a; |
| case kTfLiteActRelu: |
| return TfLiteMax(0.0f, a); |
| case kTfLiteActReluN1To1: |
| return TfLiteMax(-1.0f, TfLiteMin(a, 1.0f)); |
| case kTfLiteActRelu6: |
| return TfLiteMax(0.0f, TfLiteMin(a, 6.0f)); |
| case kTfLiteActTanh: |
| return std::tanh(a); |
| case kTfLiteActSignBit: |
| return std::signbit(a); |
| case kTfLiteActSigmoid: |
| return 1.0f / (1.0f + std::exp(-a)); |
| } |
| return 0.0f; // To indicate an unsupported activation (i.e. when a new fused |
| // activation is added to the enum and not handled here). |
| } |
| |
| } // namespace micro |
| } // namespace ops |
| } // namespace tflite |
| |
| #endif // TENSORFLOW_LITE_MICRO_KERNELS_ACTIVATION_UTILS_H_ |