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_PACKAGES_MODULES_NEURALNETWORKS_COMMON_TYPES_OPERATIONS_LSHPROJECTION_H 18 #define ANDROID_PACKAGES_MODULES_NEURALNETWORKS_COMMON_TYPES_OPERATIONS_LSHPROJECTION_H 19 20 #include <vector> 21 22 #include "OperationsValidationUtils.h" 23 #include "nnapi/Types.h" 24 25 namespace android { 26 namespace nn { 27 28 enum LSHProjectionType { 29 LSHProjectionType_UNKNOWN = 0, 30 LSHProjectionType_SPARSE_DEPRECATED = 1, 31 LSHProjectionType_DENSE = 2, 32 LSHProjectionType_SPARSE = 3, 33 }; 34 35 struct RunTimeOperandInfo; 36 struct Shape; 37 38 class LSHProjection { 39 public: 40 LSHProjection(const Operation& operation, RunTimeOperandInfo* operands); 41 42 static bool Prepare(const Operation& operation, RunTimeOperandInfo* operands, 43 Shape* outputShape); 44 template <typename T> 45 bool Eval(); 46 47 static constexpr int kHashTensor = 0; 48 static constexpr int kInputTensor = 1; 49 static constexpr int kWeightTensor = 2; // Optional 50 51 static constexpr int kTypeParam = 3; 52 53 static constexpr int kOutputTensor = 0; 54 55 private: 56 LSHProjectionType type_; 57 58 const RunTimeOperandInfo* hash_; 59 const RunTimeOperandInfo* input_; 60 const RunTimeOperandInfo* weight_; 61 62 RunTimeOperandInfo* output_; 63 }; 64 65 template <typename T> 66 int runningSignBit(const RunTimeOperandInfo* input, const RunTimeOperandInfo* weight, T seed); 67 68 template <typename T> 69 void SparseLshProjection(LSHProjectionType type, const RunTimeOperandInfo* hash, 70 const RunTimeOperandInfo* input, const RunTimeOperandInfo* weight, 71 int32_t* outBuffer); 72 73 template <typename T> 74 void DenseLshProjection(const RunTimeOperandInfo* hash, const RunTimeOperandInfo* input, 75 const RunTimeOperandInfo* weight, int32_t* outBuffer); 76 77 } // namespace nn 78 } // namespace android 79 80 #endif // ANDROID_PACKAGES_MODULES_NEURALNETWORKS_COMMON_TYPES_OPERATIONS_LSHPROJECTION_H 81