xref: /aosp_15_r20/external/armnn/src/armnnTfLiteParser/test/Split.cpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1 //
2 // Copyright © 2017 Arm Ltd and Contributors. All rights reserved.
3 // SPDX-License-Identifier: MIT
4 //
5 
6 #include "ParserFlatbuffersFixture.hpp"
7 
8 
9 TEST_SUITE("TensorflowLiteParser_Split")
10 {
11 struct SplitFixture : public ParserFlatbuffersFixture
12 {
SplitFixtureSplitFixture13     explicit SplitFixture(const std::string& inputShape,
14                           const std::string& axisShape,
15                           const std::string& numSplits,
16                           const std::string& outputShape1,
17                           const std::string& outputShape2,
18                           const std::string& axisData,
19                           const std::string& dataType)
20     {
21         m_JsonString = R"(
22             {
23                 "version": 3,
24                 "operator_codes": [ { "builtin_code": "SPLIT" } ],
25                 "subgraphs": [ {
26                     "tensors": [
27                         {
28                             "shape": )" + inputShape + R"(,
29                             "type": )" + dataType + R"(,
30                             "buffer": 0,
31                             "name": "inputTensor",
32                             "quantization": {
33                                 "min": [ 0.0 ],
34                                 "max": [ 255.0 ],
35                                 "scale": [ 1.0 ],
36                                 "zero_point": [ 0 ],
37                             }
38                         },
39                         {
40                             "shape": )" + axisShape + R"(,
41                             "type": "INT32",
42                             "buffer": 1,
43                             "name": "axis",
44                             "quantization": {
45                                 "min": [ 0.0 ],
46                                 "max": [ 255.0 ],
47                                 "scale": [ 1.0 ],
48                                 "zero_point": [ 0 ],
49                             }
50                         },
51                         {
52                             "shape": )" + outputShape1 + R"( ,
53                             "type":)" + dataType + R"(,
54                             "buffer": 2,
55                             "name": "outputTensor1",
56                             "quantization": {
57                                 "min": [ 0.0 ],
58                                 "max": [ 255.0 ],
59                                 "scale": [ 1.0 ],
60                                 "zero_point": [ 0 ],
61                             }
62                         },
63                         {
64                             "shape": )" + outputShape2 + R"( ,
65                             "type":)" + dataType + R"(,
66                             "buffer": 3,
67                             "name": "outputTensor2",
68                             "quantization": {
69                                 "min": [ 0.0 ],
70                                 "max": [ 255.0 ],
71                                 "scale": [ 1.0 ],
72                                 "zero_point": [ 0 ],
73                             }
74                         }
75                     ],
76                     "inputs": [ 0 ],
77                     "outputs": [ 2, 3 ],
78                     "operators": [
79                         {
80                             "opcode_index": 0,
81                             "inputs": [ 1, 0 ],
82                             "outputs": [ 2, 3 ],
83                             "builtin_options_type": "SplitOptions",
84                             "builtin_options": {
85                                 "num_splits": )" + numSplits + R"(
86                             },
87                             "custom_options_format": "FLEXBUFFERS"
88                         }
89                     ],
90                 } ],
91                 "buffers" : [ {}, {"data": )" + axisData + R"( }, {}, {} ]
92             }
93         )";
94 
95         Setup();
96     }
97 };
98 
99 
100 struct SimpleSplitFixtureFloat32 : SplitFixture
101 {
SimpleSplitFixtureFloat32SimpleSplitFixtureFloat32102     SimpleSplitFixtureFloat32()
103         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
104         {}
105 };
106 
107 TEST_CASE_FIXTURE(SimpleSplitFixtureFloat32, "ParseAxisOneSplitTwoFloat32")
108 {
109 
110     RunTest<4, armnn::DataType::Float32>(
111         0,
112         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
113                             9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } },
114         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 9.0f, 10.0f, 11.0f, 12.0f } },
115           {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f, 13.0f, 14.0f, 15.0f, 16.0f } } });
116 }
117 
118 struct SimpleSplitAxisThreeFixtureFloat32 : SplitFixture
119 {
SimpleSplitAxisThreeFixtureFloat32SimpleSplitAxisThreeFixtureFloat32120     SimpleSplitAxisThreeFixtureFloat32()
121         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32")
122         {}
123 };
124 
125 TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureFloat32, "ParseAxisThreeSplitTwoFloat32")
126 {
127     RunTest<4, armnn::DataType::Float32>(
128         0,
129         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
130                             9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } },
131         { {"outputTensor1", { 1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f } },
132           {"outputTensor2", { 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f } } } );
133 }
134 
135 struct SimpleSplit2DFixtureFloat32 : SplitFixture
136 {
SimpleSplit2DFixtureFloat32SimpleSplit2DFixtureFloat32137     SimpleSplit2DFixtureFloat32()
138         : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
139         {}
140 };
141 
142 TEST_CASE_FIXTURE(SimpleSplit2DFixtureFloat32, "SimpleSplit2DFloat32")
143 {
144     RunTest<2, armnn::DataType::Float32>(
145         0,
146         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } } },
147         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f } },
148           {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f } } } );
149 }
150 
151 struct SimpleSplit3DFixtureFloat32 : SplitFixture
152 {
SimpleSplit3DFixtureFloat32SimpleSplit3DFixtureFloat32153     SimpleSplit3DFixtureFloat32()
154         : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
155         {}
156 };
157 
158 TEST_CASE_FIXTURE(SimpleSplit3DFixtureFloat32, "SimpleSplit3DFloat32")
159 {
160     RunTest<3, armnn::DataType::Float32>(
161         0,
162         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
163                             9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } },
164         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } },
165           {"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } } );
166 }
167 
168 struct SimpleSplitFixtureUint8 : SplitFixture
169 {
SimpleSplitFixtureUint8SimpleSplitFixtureUint8170     SimpleSplitFixtureUint8()
171         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8")
172         {}
173 };
174 
175 TEST_CASE_FIXTURE(SimpleSplitFixtureUint8, "ParseAxisOneSplitTwoUint8")
176 {
177 
178     RunTest<4, armnn::DataType::QAsymmU8>(
179         0,
180         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
181                             9, 10, 11, 12, 13, 14, 15, 16 } } },
182         { {"outputTensor1", { 1, 2, 3, 4, 9, 10, 11, 12 } },
183           {"outputTensor2", { 5, 6, 7, 8, 13, 14, 15, 16 } } });
184 }
185 
186 struct SimpleSplitAxisThreeFixtureUint8 : SplitFixture
187 {
SimpleSplitAxisThreeFixtureUint8SimpleSplitAxisThreeFixtureUint8188     SimpleSplitAxisThreeFixtureUint8()
189         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "UINT8")
190         {}
191 };
192 
193 TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureUint8, "ParseAxisThreeSplitTwoUint8")
194 {
195     RunTest<4, armnn::DataType::QAsymmU8>(
196         0,
197         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
198                             9, 10, 11, 12, 13, 14, 15, 16 } } },
199         { {"outputTensor1", { 1, 3, 5, 7, 9, 11, 13, 15 } },
200           {"outputTensor2", { 2, 4, 6, 8, 10, 12, 14, 16 } } } );
201 }
202 
203 struct SimpleSplit2DFixtureUint8 : SplitFixture
204 {
SimpleSplit2DFixtureUint8SimpleSplit2DFixtureUint8205     SimpleSplit2DFixtureUint8()
206         : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "UINT8")
207         {}
208 };
209 
210 TEST_CASE_FIXTURE(SimpleSplit2DFixtureUint8, "SimpleSplit2DUint8")
211 {
212     RunTest<2, armnn::DataType::QAsymmU8>(
213             0,
214             { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8 } } },
215             { {"outputTensor1", { 1, 2, 3, 4 } },
216               {"outputTensor2", { 5, 6, 7, 8 } } } );
217 }
218 
219 struct SimpleSplit3DFixtureUint8 : SplitFixture
220 {
SimpleSplit3DFixtureUint8SimpleSplit3DFixtureUint8221     SimpleSplit3DFixtureUint8()
222         : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8")
223         {}
224 };
225 
226 TEST_CASE_FIXTURE(SimpleSplit3DFixtureUint8, "SimpleSplit3DUint8")
227 {
228     RunTest<3, armnn::DataType::QAsymmU8>(
229         0,
230         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
231                             9, 10, 11, 12, 13, 14, 15, 16 } } },
232         { {"outputTensor1", { 1, 2, 3, 4, 5, 6, 7, 8 } },
233           {"outputTensor2", { 9, 10, 11, 12, 13, 14, 15, 16 } } } );
234 }
235 
236 }