1 /* 2 * Copyright (C) 2017 The Android Open Source Project 3 * 4 * Licensed under the Apache License, Version 2.0 (the "License"); 5 * you may not use this file except in compliance with the License. 6 * You may obtain a copy of the License at 7 * 8 * http://www.apache.org/licenses/LICENSE-2.0 9 * 10 * Unless required by applicable law or agreed to in writing, software 11 * distributed under the License is distributed on an "AS IS" BASIS, 12 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 13 * See the License for the specific language governing permissions and 14 * limitations under the License. 15 */ 16 17 #ifndef ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_SVDF_H 18 #define ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_SVDF_H 19 20 #include <tensorflow/lite/kernels/internal/tensor_utils.h> 21 22 #include <algorithm> 23 #include <cmath> 24 #include <vector> 25 26 #include "HalInterfaces.h" 27 28 namespace android { 29 namespace nn { 30 31 struct SVDFParams { 32 int rank_; 33 TfLiteFusedActivation activation_; 34 }; 35 36 struct RunTimeOperandInfo; 37 struct Shape; 38 39 class SVDF { 40 public: 41 SVDF(const hal::Operation& operation, RunTimeOperandInfo* operands); 42 43 static bool Prepare(const hal::Operation& operation, RunTimeOperandInfo* operands, 44 Shape* stateShape, Shape* outputShape); 45 bool Eval(); 46 47 static constexpr int kInputTensor = 0; 48 static constexpr int kWeightsFeatureTensor = 1; 49 static constexpr int kWeightsTimeTensor = 2; 50 static constexpr int kBiasTensor = 3; // Optional 51 static constexpr int kStateInTensor = 4; 52 static constexpr int kRankParam = 5; 53 static constexpr int kActivationParam = 6; 54 55 static constexpr int kStateOutTensor = 0; 56 static constexpr int kOutputTensor = 1; 57 58 private: 59 void EvalFloat32(const float* inputData, const float* inputStateData, const float* biasData, 60 const float* weightsFeatureData, const float* weightsTimeData, 61 float* outputData, float* outputStateData); 62 63 SVDFParams params_; 64 65 const RunTimeOperandInfo* input_; 66 const RunTimeOperandInfo* weights_feature_; 67 const RunTimeOperandInfo* weights_time_; 68 const RunTimeOperandInfo* bias_; 69 const RunTimeOperandInfo* state_in_; 70 71 RunTimeOperandInfo* state_out_; 72 RunTimeOperandInfo* output_; 73 }; 74 75 } // namespace nn 76 } // namespace android 77 78 #endif // ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_SVDF_H 79