| /* |
| * Copyright (C) 2017 The Android Open Source Project |
| * |
| * 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 ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_LSHPROJECTION_H |
| #define ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_LSHPROJECTION_H |
| |
| #include <vector> |
| |
| #include "HalInterfaces.h" |
| |
| namespace android { |
| namespace nn { |
| |
| enum LSHProjectionType { |
| LSHProjectionType_UNKNOWN = 0, |
| LSHProjectionType_SPARSE_DEPRECATED = 1, |
| LSHProjectionType_DENSE = 2, |
| LSHProjectionType_SPARSE = 3, |
| }; |
| |
| struct RunTimeOperandInfo; |
| struct Shape; |
| |
| class LSHProjection { |
| public: |
| LSHProjection(const hal::Operation& operation, RunTimeOperandInfo* operands); |
| |
| static bool Prepare(const hal::Operation& operation, RunTimeOperandInfo* operands, |
| Shape* outputShape); |
| template <typename T> |
| bool Eval(); |
| |
| static constexpr int kHashTensor = 0; |
| static constexpr int kInputTensor = 1; |
| static constexpr int kWeightTensor = 2; // Optional |
| |
| static constexpr int kTypeParam = 3; |
| |
| static constexpr int kOutputTensor = 0; |
| |
| private: |
| LSHProjectionType type_; |
| |
| const RunTimeOperandInfo* hash_; |
| const RunTimeOperandInfo* input_; |
| const RunTimeOperandInfo* weight_; |
| |
| RunTimeOperandInfo* output_; |
| }; |
| |
| template <typename T> |
| int runningSignBit(const RunTimeOperandInfo* input, const RunTimeOperandInfo* weight, T seed); |
| |
| template <typename T> |
| void SparseLshProjection(LSHProjectionType type, const RunTimeOperandInfo* hash, |
| const RunTimeOperandInfo* input, const RunTimeOperandInfo* weight, |
| int32_t* outBuffer); |
| |
| template <typename T> |
| void DenseLshProjection(const RunTimeOperandInfo* hash, const RunTimeOperandInfo* input, |
| const RunTimeOperandInfo* weight, int32_t* outBuffer); |
| |
| } // namespace nn |
| } // namespace android |
| |
| #endif // ANDROID_FRAMEWORKS_ML_NN_COMMON_OPERATIONS_LSHPROJECTION_H |