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
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
|
//
// Copyright © 2019 Arm Ltd. All rights reserved.
// SPDX-License-Identifier: MIT
//
#include <boost/test/unit_test.hpp>
#include "ParserFlatbuffersFixture.hpp"
#include "../TfLiteParser.hpp"
#include <string>
#include <iostream>
BOOST_AUTO_TEST_SUITE(TensorflowLiteParser)
struct DequantizeFixture : public ParserFlatbuffersFixture
{
explicit DequantizeFixture(const std::string & inputShape,
const std::string & outputShape,
const std::string & dataType)
{
m_JsonString = R"(
{
"version": 3,
"operator_codes": [ { "builtin_code": "DEQUANTIZE" } ],
"subgraphs": [ {
"tensors": [
{
"shape": )" + inputShape + R"(,
"type": )" + dataType + R"(,
"buffer": 0,
"name": "inputTensor",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.5 ],
"zero_point": [ 0 ],
}
},
{
"shape": )" + outputShape + R"( ,
"type": "FLOAT32",
"buffer": 1,
"name": "outputTensor",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
}
],
"inputs": [ 0 ],
"outputs": [ 1 ],
"operators": [
{
"opcode_index": 0,
"inputs": [ 0 ],
"outputs": [ 1 ],
"builtin_options_type": "DequantizeOptions",
"builtin_options": {
},
"custom_options_format": "FLEXBUFFERS"
}
],
} ],
"buffers" : [
{ },
{ },
]
}
)";
SetupSingleInputSingleOutput("inputTensor", "outputTensor");
}
};
struct SimpleDequantizeFixtureQAsymm8 : DequantizeFixture
{
SimpleDequantizeFixtureQAsymm8() : DequantizeFixture("[ 1, 6 ]",
"[ 1, 6 ]",
"UINT8") {}
};
BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQAsymm8, SimpleDequantizeFixtureQAsymm8)
{
RunTest<2, armnn::DataType::QAsymmU8 , armnn::DataType::Float32>(
0,
{{"inputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}},
{{"outputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}});
}
struct SimpleDequantizeFixtureQSymm16 : DequantizeFixture
{
SimpleDequantizeFixtureQSymm16() : DequantizeFixture("[ 1, 6 ]",
"[ 1, 6 ]",
"INT16") {}
};
BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQsymm16, SimpleDequantizeFixtureQSymm16)
{
RunTest<2, armnn::DataType::QSymmS16 , armnn::DataType::Float32>(
0,
{{"inputTensor", { 0, 1, 5, 32767, -1, -32768 }}},
{{"outputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}});
}
struct SimpleDequantizeFixtureQAsymmS8 : DequantizeFixture
{
SimpleDequantizeFixtureQAsymmS8() : DequantizeFixture("[ 1, 6 ]",
"[ 1, 6 ]",
"INT8") {}
};
BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQAsymmS8, SimpleDequantizeFixtureQAsymmS8)
{
RunTest<2, armnn::DataType::QAsymmS8 , armnn::DataType::Float32>(
0,
{{"inputTensor", { 0, 1, 5, 127, -128, -1 }}},
{{"outputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}});
}
BOOST_AUTO_TEST_SUITE_END()
|
