xref: /aosp_15_r20/external/armnn/src/armnnTfLiteParser/test/SplitV.cpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT
4*89c4ff92SAndroid Build Coastguard Worker //
5*89c4ff92SAndroid Build Coastguard Worker 
6*89c4ff92SAndroid Build Coastguard Worker #include "ParserFlatbuffersFixture.hpp"
7*89c4ff92SAndroid Build Coastguard Worker 
8*89c4ff92SAndroid Build Coastguard Worker 
9*89c4ff92SAndroid Build Coastguard Worker TEST_SUITE("TensorflowLiteParser")
10*89c4ff92SAndroid Build Coastguard Worker {
11*89c4ff92SAndroid Build Coastguard Worker struct SplitVFixture : public ParserFlatbuffersFixture
12*89c4ff92SAndroid Build Coastguard Worker {
SplitVFixtureSplitVFixture13*89c4ff92SAndroid Build Coastguard Worker     explicit SplitVFixture(const std::string& inputShape,
14*89c4ff92SAndroid Build Coastguard Worker                            const std::string& splitValues,
15*89c4ff92SAndroid Build Coastguard Worker                            const std::string& sizeSplitsShape,
16*89c4ff92SAndroid Build Coastguard Worker                            const std::string& axisShape,
17*89c4ff92SAndroid Build Coastguard Worker                            const std::string& numSplits,
18*89c4ff92SAndroid Build Coastguard Worker                            const std::string& outputShape1,
19*89c4ff92SAndroid Build Coastguard Worker                            const std::string& outputShape2,
20*89c4ff92SAndroid Build Coastguard Worker                            const std::string& axisData,
21*89c4ff92SAndroid Build Coastguard Worker                            const std::string& dataType)
22*89c4ff92SAndroid Build Coastguard Worker     {
23*89c4ff92SAndroid Build Coastguard Worker         m_JsonString = R"(
24*89c4ff92SAndroid Build Coastguard Worker             {
25*89c4ff92SAndroid Build Coastguard Worker                 "version": 3,
26*89c4ff92SAndroid Build Coastguard Worker                 "operator_codes": [ { "builtin_code": "SPLIT_V" } ],
27*89c4ff92SAndroid Build Coastguard Worker                 "subgraphs": [ {
28*89c4ff92SAndroid Build Coastguard Worker                     "tensors": [
29*89c4ff92SAndroid Build Coastguard Worker                         {
30*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + inputShape + R"(,
31*89c4ff92SAndroid Build Coastguard Worker                             "type": )" + dataType + R"(,
32*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 0,
33*89c4ff92SAndroid Build Coastguard Worker                             "name": "inputTensor",
34*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
35*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
36*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
37*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
38*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
39*89c4ff92SAndroid Build Coastguard Worker                             }
40*89c4ff92SAndroid Build Coastguard Worker                         },
41*89c4ff92SAndroid Build Coastguard Worker                         {
42*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + sizeSplitsShape + R"(,
43*89c4ff92SAndroid Build Coastguard Worker                             "type": "INT32",
44*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 1,
45*89c4ff92SAndroid Build Coastguard Worker                             "name": "sizeSplits",
46*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
47*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
48*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
49*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
50*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
51*89c4ff92SAndroid Build Coastguard Worker                             }
52*89c4ff92SAndroid Build Coastguard Worker                         },
53*89c4ff92SAndroid Build Coastguard Worker                         {
54*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + axisShape + R"(,
55*89c4ff92SAndroid Build Coastguard Worker                             "type": "INT32",
56*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 2,
57*89c4ff92SAndroid Build Coastguard Worker                             "name": "axis",
58*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
59*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
60*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
61*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
62*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
63*89c4ff92SAndroid Build Coastguard Worker                             }
64*89c4ff92SAndroid Build Coastguard Worker                         },
65*89c4ff92SAndroid Build Coastguard Worker                         {
66*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + outputShape1 + R"( ,
67*89c4ff92SAndroid Build Coastguard Worker                             "type":)" + dataType + R"(,
68*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 3,
69*89c4ff92SAndroid Build Coastguard Worker                             "name": "outputTensor1",
70*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
71*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
72*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
73*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
74*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
75*89c4ff92SAndroid Build Coastguard Worker                             }
76*89c4ff92SAndroid Build Coastguard Worker                         },
77*89c4ff92SAndroid Build Coastguard Worker                         {
78*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + outputShape2 + R"( ,
79*89c4ff92SAndroid Build Coastguard Worker                             "type":)" + dataType + R"(,
80*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 4,
81*89c4ff92SAndroid Build Coastguard Worker                             "name": "outputTensor2",
82*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
83*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
84*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
85*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
86*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
87*89c4ff92SAndroid Build Coastguard Worker                             }
88*89c4ff92SAndroid Build Coastguard Worker                         }
89*89c4ff92SAndroid Build Coastguard Worker                     ],
90*89c4ff92SAndroid Build Coastguard Worker                     "inputs": [ 0, 1, 2 ],
91*89c4ff92SAndroid Build Coastguard Worker                     "outputs": [ 3, 4 ],
92*89c4ff92SAndroid Build Coastguard Worker                     "operators": [
93*89c4ff92SAndroid Build Coastguard Worker                         {
94*89c4ff92SAndroid Build Coastguard Worker                             "opcode_index": 0,
95*89c4ff92SAndroid Build Coastguard Worker                             "inputs": [ 0, 1, 2 ],
96*89c4ff92SAndroid Build Coastguard Worker                             "outputs": [ 3, 4 ],
97*89c4ff92SAndroid Build Coastguard Worker                             "builtin_options_type": "SplitVOptions",
98*89c4ff92SAndroid Build Coastguard Worker                             "builtin_options": {
99*89c4ff92SAndroid Build Coastguard Worker                                 "num_splits": )" + numSplits + R"(
100*89c4ff92SAndroid Build Coastguard Worker                             },
101*89c4ff92SAndroid Build Coastguard Worker                             "custom_options_format": "FLEXBUFFERS"
102*89c4ff92SAndroid Build Coastguard Worker                         }
103*89c4ff92SAndroid Build Coastguard Worker                     ],
104*89c4ff92SAndroid Build Coastguard Worker                 } ],
105*89c4ff92SAndroid Build Coastguard Worker                 "buffers" : [ {}, { "data": )" + splitValues + R"( }, { "data": )" + axisData + R"( }, {}, {}]
106*89c4ff92SAndroid Build Coastguard Worker             }
107*89c4ff92SAndroid Build Coastguard Worker         )";
108*89c4ff92SAndroid Build Coastguard Worker 
109*89c4ff92SAndroid Build Coastguard Worker         Setup();
110*89c4ff92SAndroid Build Coastguard Worker     }
111*89c4ff92SAndroid Build Coastguard Worker };
112*89c4ff92SAndroid Build Coastguard Worker 
113*89c4ff92SAndroid Build Coastguard Worker /*
114*89c4ff92SAndroid Build Coastguard Worker  *  Tested inferred splitSizes with splitValues [-1, 1] locally.
115*89c4ff92SAndroid Build Coastguard Worker  */
116*89c4ff92SAndroid Build Coastguard Worker 
117*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitVAxisOneFixture : SplitVFixture
118*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitVAxisOneFixtureSimpleSplitVAxisOneFixture119*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitVAxisOneFixture()
120*89c4ff92SAndroid Build Coastguard Worker         : SplitVFixture( "[ 4, 2, 2, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
121*89c4ff92SAndroid Build Coastguard Worker                          "[ 1, 2, 2, 2 ]", "[ 3, 2, 2, 2 ]", "[ 0, 0, 0, 0 ]", "FLOAT32")
122*89c4ff92SAndroid Build Coastguard Worker     {}
123*89c4ff92SAndroid Build Coastguard Worker };
124*89c4ff92SAndroid Build Coastguard Worker 
125*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitVAxisOneFixture, "ParseAxisOneSplitVTwo")
126*89c4ff92SAndroid Build Coastguard Worker {
127*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::Float32>(
128*89c4ff92SAndroid Build Coastguard Worker         0,
129*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor",   { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
130*89c4ff92SAndroid Build Coastguard Worker                               9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
131*89c4ff92SAndroid Build Coastguard Worker                               17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
132*89c4ff92SAndroid Build Coastguard Worker                               25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
133*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } },
134*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
135*89c4ff92SAndroid Build Coastguard Worker                               17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
136*89c4ff92SAndroid Build Coastguard Worker                               25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
137*89c4ff92SAndroid Build Coastguard Worker }
138*89c4ff92SAndroid Build Coastguard Worker 
139*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitVAxisTwoFixture : SplitVFixture
140*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitVAxisTwoFixtureSimpleSplitVAxisTwoFixture141*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitVAxisTwoFixture()
142*89c4ff92SAndroid Build Coastguard Worker         : SplitVFixture( "[ 2, 4, 2, 2 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
143*89c4ff92SAndroid Build Coastguard Worker                          "[ 2, 3, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
144*89c4ff92SAndroid Build Coastguard Worker     {}
145*89c4ff92SAndroid Build Coastguard Worker };
146*89c4ff92SAndroid Build Coastguard Worker 
147*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitVAxisTwoFixture, "ParseAxisTwoSplitVTwo")
148*89c4ff92SAndroid Build Coastguard Worker {
149*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::Float32>(
150*89c4ff92SAndroid Build Coastguard Worker         0,
151*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor",   { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
152*89c4ff92SAndroid Build Coastguard Worker                               9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
153*89c4ff92SAndroid Build Coastguard Worker                               17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
154*89c4ff92SAndroid Build Coastguard Worker                               25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
155*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
156*89c4ff92SAndroid Build Coastguard Worker                               9.0f, 10.0f, 11.0f, 12.0f, 17.0f, 18.0f, 19.0f, 20.0f,
157*89c4ff92SAndroid Build Coastguard Worker                               21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f } },
158*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 13.0f, 14.0f, 15.0f, 16.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
159*89c4ff92SAndroid Build Coastguard Worker }
160*89c4ff92SAndroid Build Coastguard Worker 
161*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitVAxisThreeFixture : SplitVFixture
162*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitVAxisThreeFixtureSimpleSplitVAxisThreeFixture163*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitVAxisThreeFixture()
164*89c4ff92SAndroid Build Coastguard Worker         : SplitVFixture( "[ 2, 2, 4, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
165*89c4ff92SAndroid Build Coastguard Worker                          "[ 2, 2, 1, 2 ]", "[ 2, 2, 3, 2 ]", "[ 2, 0, 0, 0 ]", "FLOAT32")
166*89c4ff92SAndroid Build Coastguard Worker     {}
167*89c4ff92SAndroid Build Coastguard Worker };
168*89c4ff92SAndroid Build Coastguard Worker 
169*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitVAxisThreeFixture, "ParseAxisThreeSplitVTwo")
170*89c4ff92SAndroid Build Coastguard Worker {
171*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::Float32>(
172*89c4ff92SAndroid Build Coastguard Worker         0,
173*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor",   { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
174*89c4ff92SAndroid Build Coastguard Worker                               9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
175*89c4ff92SAndroid Build Coastguard Worker                               17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
176*89c4ff92SAndroid Build Coastguard Worker                               25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
177*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 9.0f, 10.0f, 17.0f, 18.0f, 25.0f, 26.0f } },
178*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 11.0f, 12.0f,
179*89c4ff92SAndroid Build Coastguard Worker                               13.0f, 14.0f, 15.0f, 16.0f, 19.0f, 20.0f, 21.0f, 22.0f,
180*89c4ff92SAndroid Build Coastguard Worker                               23.0f, 24.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
181*89c4ff92SAndroid Build Coastguard Worker }
182*89c4ff92SAndroid Build Coastguard Worker 
183*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitVAxisFourFixture : SplitVFixture
184*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitVAxisFourFixtureSimpleSplitVAxisFourFixture185*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitVAxisFourFixture()
186*89c4ff92SAndroid Build Coastguard Worker         : SplitVFixture( "[ 2, 2, 2, 4 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
187*89c4ff92SAndroid Build Coastguard Worker                          "[ 2, 2, 2, 3 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32")
188*89c4ff92SAndroid Build Coastguard Worker     {}
189*89c4ff92SAndroid Build Coastguard Worker };
190*89c4ff92SAndroid Build Coastguard Worker 
191*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitVAxisFourFixture, "ParseAxisFourSplitVTwo")
192*89c4ff92SAndroid Build Coastguard Worker {
193*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::Float32>(
194*89c4ff92SAndroid Build Coastguard Worker         0,
195*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor",   { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
196*89c4ff92SAndroid Build Coastguard Worker                               9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
197*89c4ff92SAndroid Build Coastguard Worker                               17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
198*89c4ff92SAndroid Build Coastguard Worker                               25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
199*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 5.0f, 6.0f, 7.0f, 9.0f, 10.0f,
200*89c4ff92SAndroid Build Coastguard Worker                               11.0f, 13.0f, 14.0f, 15.0f, 17.0f, 18.0f, 19.0f, 21.0f,
201*89c4ff92SAndroid Build Coastguard Worker                               22.0f, 23.0f, 25.0f, 26.0f, 27.0f, 29.0f, 30.0f, 31.0f} },
202*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 4.0f, 8.0f, 12.0f, 16.0f, 20.0f, 24.0f, 28.0f, 32.0f } } } );
203*89c4ff92SAndroid Build Coastguard Worker }
204*89c4ff92SAndroid Build Coastguard Worker 
205*89c4ff92SAndroid Build Coastguard Worker }
206