summaryrefslogtreecommitdiff
path: root/nn/common/operations/LSHProjection.h
blob: 3a953a0adee14ff59529688d97d2c9085888c38c (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
/*
 * 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 "nnapi/Types.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 Operation& operation, RunTimeOperandInfo* operands);

    static bool Prepare(const 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