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
80
81
82
83
84
85
86
87
88
89
90
91
92
|
/*
* Copyright (c) 2020 Samsung Electronics Co., Ltd. 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 __LUCI_CIRCLE_OPTIMIZER_H__
#define __LUCI_CIRCLE_OPTIMIZER_H__
#include <loco.h>
#include <string>
#include <vector>
namespace luci
{
class CircleOptimizer final
{
public:
struct Options
{
enum Algorithm
{
FuseAddWithTConv,
FuseBatchNormWithTConv,
FuseBCQ,
FuseInstanceNorm,
ResolveCustomOpAdd,
ResolveCustomOpBatchMatMul,
ResolveCustomOpMatMul,
QuantizeDequantizeWeights,
QuantizeWithMinMax,
Requantize,
FoldDequantize,
SparsifyTensorPass,
FusePreActivationBatchNorm,
MakeBatchNormGammaPositive,
FuseActivationFunction,
};
enum AlgorithmParameters
{
// quantize
Quantize_input_dtype,
Quantize_output_dtype,
Quantize_granularity, // layer-wise or channel-wise
// sparsify
Sparsify_tensor_name,
Sparsify_traversal_order,
Sparsify_format,
Sparsify_block_size,
Sparsify_block_map,
};
virtual ~Options() = default;
virtual void enable(Algorithm) = 0;
virtual bool query(Algorithm) = 0;
virtual void param(AlgorithmParameters, const std::string &) = 0;
virtual const std::string param(AlgorithmParameters) const = 0;
};
public:
// TODO maybe caller can provide Options as ctor parameters
Options *options(void);
public:
void optimize(loco::Graph *) const;
void quantize(loco::Graph *) const;
void sparsify(loco::Graph *) const;
private:
std::unique_ptr<Options> _options;
};
} // namespace luci
#endif // __LUCI_CIRCLE_OPTIMIZER_H__
|
