xref: /aosp_15_r20/external/armnn/src/armnnTfLiteParser/test/Split.cpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2017 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_Split")
10*89c4ff92SAndroid Build Coastguard Worker {
11*89c4ff92SAndroid Build Coastguard Worker struct SplitFixture : public ParserFlatbuffersFixture
12*89c4ff92SAndroid Build Coastguard Worker {
SplitFixtureSplitFixture13*89c4ff92SAndroid Build Coastguard Worker     explicit SplitFixture(const std::string& inputShape,
14*89c4ff92SAndroid Build Coastguard Worker                           const std::string& axisShape,
15*89c4ff92SAndroid Build Coastguard Worker                           const std::string& numSplits,
16*89c4ff92SAndroid Build Coastguard Worker                           const std::string& outputShape1,
17*89c4ff92SAndroid Build Coastguard Worker                           const std::string& outputShape2,
18*89c4ff92SAndroid Build Coastguard Worker                           const std::string& axisData,
19*89c4ff92SAndroid Build Coastguard Worker                           const std::string& dataType)
20*89c4ff92SAndroid Build Coastguard Worker     {
21*89c4ff92SAndroid Build Coastguard Worker         m_JsonString = R"(
22*89c4ff92SAndroid Build Coastguard Worker             {
23*89c4ff92SAndroid Build Coastguard Worker                 "version": 3,
24*89c4ff92SAndroid Build Coastguard Worker                 "operator_codes": [ { "builtin_code": "SPLIT" } ],
25*89c4ff92SAndroid Build Coastguard Worker                 "subgraphs": [ {
26*89c4ff92SAndroid Build Coastguard Worker                     "tensors": [
27*89c4ff92SAndroid Build Coastguard Worker                         {
28*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + inputShape + R"(,
29*89c4ff92SAndroid Build Coastguard Worker                             "type": )" + dataType + R"(,
30*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 0,
31*89c4ff92SAndroid Build Coastguard Worker                             "name": "inputTensor",
32*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
33*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
34*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
35*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
36*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
37*89c4ff92SAndroid Build Coastguard Worker                             }
38*89c4ff92SAndroid Build Coastguard Worker                         },
39*89c4ff92SAndroid Build Coastguard Worker                         {
40*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + axisShape + R"(,
41*89c4ff92SAndroid Build Coastguard Worker                             "type": "INT32",
42*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 1,
43*89c4ff92SAndroid Build Coastguard Worker                             "name": "axis",
44*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
45*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
46*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
47*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
48*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
49*89c4ff92SAndroid Build Coastguard Worker                             }
50*89c4ff92SAndroid Build Coastguard Worker                         },
51*89c4ff92SAndroid Build Coastguard Worker                         {
52*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + outputShape1 + R"( ,
53*89c4ff92SAndroid Build Coastguard Worker                             "type":)" + dataType + R"(,
54*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 2,
55*89c4ff92SAndroid Build Coastguard Worker                             "name": "outputTensor1",
56*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
57*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
58*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
59*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
60*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
61*89c4ff92SAndroid Build Coastguard Worker                             }
62*89c4ff92SAndroid Build Coastguard Worker                         },
63*89c4ff92SAndroid Build Coastguard Worker                         {
64*89c4ff92SAndroid Build Coastguard Worker                             "shape": )" + outputShape2 + R"( ,
65*89c4ff92SAndroid Build Coastguard Worker                             "type":)" + dataType + R"(,
66*89c4ff92SAndroid Build Coastguard Worker                             "buffer": 3,
67*89c4ff92SAndroid Build Coastguard Worker                             "name": "outputTensor2",
68*89c4ff92SAndroid Build Coastguard Worker                             "quantization": {
69*89c4ff92SAndroid Build Coastguard Worker                                 "min": [ 0.0 ],
70*89c4ff92SAndroid Build Coastguard Worker                                 "max": [ 255.0 ],
71*89c4ff92SAndroid Build Coastguard Worker                                 "scale": [ 1.0 ],
72*89c4ff92SAndroid Build Coastguard Worker                                 "zero_point": [ 0 ],
73*89c4ff92SAndroid Build Coastguard Worker                             }
74*89c4ff92SAndroid Build Coastguard Worker                         }
75*89c4ff92SAndroid Build Coastguard Worker                     ],
76*89c4ff92SAndroid Build Coastguard Worker                     "inputs": [ 0 ],
77*89c4ff92SAndroid Build Coastguard Worker                     "outputs": [ 2, 3 ],
78*89c4ff92SAndroid Build Coastguard Worker                     "operators": [
79*89c4ff92SAndroid Build Coastguard Worker                         {
80*89c4ff92SAndroid Build Coastguard Worker                             "opcode_index": 0,
81*89c4ff92SAndroid Build Coastguard Worker                             "inputs": [ 1, 0 ],
82*89c4ff92SAndroid Build Coastguard Worker                             "outputs": [ 2, 3 ],
83*89c4ff92SAndroid Build Coastguard Worker                             "builtin_options_type": "SplitOptions",
84*89c4ff92SAndroid Build Coastguard Worker                             "builtin_options": {
85*89c4ff92SAndroid Build Coastguard Worker                                 "num_splits": )" + numSplits + R"(
86*89c4ff92SAndroid Build Coastguard Worker                             },
87*89c4ff92SAndroid Build Coastguard Worker                             "custom_options_format": "FLEXBUFFERS"
88*89c4ff92SAndroid Build Coastguard Worker                         }
89*89c4ff92SAndroid Build Coastguard Worker                     ],
90*89c4ff92SAndroid Build Coastguard Worker                 } ],
91*89c4ff92SAndroid Build Coastguard Worker                 "buffers" : [ {}, {"data": )" + axisData + R"( }, {}, {} ]
92*89c4ff92SAndroid Build Coastguard Worker             }
93*89c4ff92SAndroid Build Coastguard Worker         )";
94*89c4ff92SAndroid Build Coastguard Worker 
95*89c4ff92SAndroid Build Coastguard Worker         Setup();
96*89c4ff92SAndroid Build Coastguard Worker     }
97*89c4ff92SAndroid Build Coastguard Worker };
98*89c4ff92SAndroid Build Coastguard Worker 
99*89c4ff92SAndroid Build Coastguard Worker 
100*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitFixtureFloat32 : SplitFixture
101*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitFixtureFloat32SimpleSplitFixtureFloat32102*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitFixtureFloat32()
103*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
104*89c4ff92SAndroid Build Coastguard Worker         {}
105*89c4ff92SAndroid Build Coastguard Worker };
106*89c4ff92SAndroid Build Coastguard Worker 
107*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitFixtureFloat32, "ParseAxisOneSplitTwoFloat32")
108*89c4ff92SAndroid Build Coastguard Worker {
109*89c4ff92SAndroid Build Coastguard Worker 
110*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::Float32>(
111*89c4ff92SAndroid Build Coastguard Worker         0,
112*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
113*89c4ff92SAndroid Build Coastguard Worker                             9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } },
114*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 9.0f, 10.0f, 11.0f, 12.0f } },
115*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f, 13.0f, 14.0f, 15.0f, 16.0f } } });
116*89c4ff92SAndroid Build Coastguard Worker }
117*89c4ff92SAndroid Build Coastguard Worker 
118*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitAxisThreeFixtureFloat32 : SplitFixture
119*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitAxisThreeFixtureFloat32SimpleSplitAxisThreeFixtureFloat32120*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitAxisThreeFixtureFloat32()
121*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 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(SimpleSplitAxisThreeFixtureFloat32, "ParseAxisThreeSplitTwoFloat32")
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         { {"outputTensor1", { 1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f } },
132*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f } } } );
133*89c4ff92SAndroid Build Coastguard Worker }
134*89c4ff92SAndroid Build Coastguard Worker 
135*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit2DFixtureFloat32 : SplitFixture
136*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplit2DFixtureFloat32SimpleSplit2DFixtureFloat32137*89c4ff92SAndroid Build Coastguard Worker     SimpleSplit2DFixtureFloat32()
138*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
139*89c4ff92SAndroid Build Coastguard Worker         {}
140*89c4ff92SAndroid Build Coastguard Worker };
141*89c4ff92SAndroid Build Coastguard Worker 
142*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit2DFixtureFloat32, "SimpleSplit2DFloat32")
143*89c4ff92SAndroid Build Coastguard Worker {
144*89c4ff92SAndroid Build Coastguard Worker     RunTest<2, armnn::DataType::Float32>(
145*89c4ff92SAndroid Build Coastguard Worker         0,
146*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } } },
147*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f } },
148*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 5.0f, 6.0f, 7.0f, 8.0f } } } );
149*89c4ff92SAndroid Build Coastguard Worker }
150*89c4ff92SAndroid Build Coastguard Worker 
151*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit3DFixtureFloat32 : SplitFixture
152*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplit3DFixtureFloat32SimpleSplit3DFixtureFloat32153*89c4ff92SAndroid Build Coastguard Worker     SimpleSplit3DFixtureFloat32()
154*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
155*89c4ff92SAndroid Build Coastguard Worker         {}
156*89c4ff92SAndroid Build Coastguard Worker };
157*89c4ff92SAndroid Build Coastguard Worker 
158*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit3DFixtureFloat32, "SimpleSplit3DFloat32")
159*89c4ff92SAndroid Build Coastguard Worker {
160*89c4ff92SAndroid Build Coastguard Worker     RunTest<3, armnn::DataType::Float32>(
161*89c4ff92SAndroid Build Coastguard Worker         0,
162*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
163*89c4ff92SAndroid Build Coastguard Worker                             9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } },
164*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } },
165*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f } } } );
166*89c4ff92SAndroid Build Coastguard Worker }
167*89c4ff92SAndroid Build Coastguard Worker 
168*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitFixtureUint8 : SplitFixture
169*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitFixtureUint8SimpleSplitFixtureUint8170*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitFixtureUint8()
171*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 1, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8")
172*89c4ff92SAndroid Build Coastguard Worker         {}
173*89c4ff92SAndroid Build Coastguard Worker };
174*89c4ff92SAndroid Build Coastguard Worker 
175*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitFixtureUint8, "ParseAxisOneSplitTwoUint8")
176*89c4ff92SAndroid Build Coastguard Worker {
177*89c4ff92SAndroid Build Coastguard Worker 
178*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::QAsymmU8>(
179*89c4ff92SAndroid Build Coastguard Worker         0,
180*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
181*89c4ff92SAndroid Build Coastguard Worker                             9, 10, 11, 12, 13, 14, 15, 16 } } },
182*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1, 2, 3, 4, 9, 10, 11, 12 } },
183*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 5, 6, 7, 8, 13, 14, 15, 16 } } });
184*89c4ff92SAndroid Build Coastguard Worker }
185*89c4ff92SAndroid Build Coastguard Worker 
186*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplitAxisThreeFixtureUint8 : SplitFixture
187*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplitAxisThreeFixtureUint8SimpleSplitAxisThreeFixtureUint8188*89c4ff92SAndroid Build Coastguard Worker     SimpleSplitAxisThreeFixtureUint8()
189*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 2, 2, 2, 2 ]", "[ ]", "2", "[ 2, 2, 2, 1 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "UINT8")
190*89c4ff92SAndroid Build Coastguard Worker         {}
191*89c4ff92SAndroid Build Coastguard Worker };
192*89c4ff92SAndroid Build Coastguard Worker 
193*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplitAxisThreeFixtureUint8, "ParseAxisThreeSplitTwoUint8")
194*89c4ff92SAndroid Build Coastguard Worker {
195*89c4ff92SAndroid Build Coastguard Worker     RunTest<4, armnn::DataType::QAsymmU8>(
196*89c4ff92SAndroid Build Coastguard Worker         0,
197*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
198*89c4ff92SAndroid Build Coastguard Worker                             9, 10, 11, 12, 13, 14, 15, 16 } } },
199*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1, 3, 5, 7, 9, 11, 13, 15 } },
200*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 2, 4, 6, 8, 10, 12, 14, 16 } } } );
201*89c4ff92SAndroid Build Coastguard Worker }
202*89c4ff92SAndroid Build Coastguard Worker 
203*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit2DFixtureUint8 : SplitFixture
204*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplit2DFixtureUint8SimpleSplit2DFixtureUint8205*89c4ff92SAndroid Build Coastguard Worker     SimpleSplit2DFixtureUint8()
206*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 1, 8 ]", "[ ]", "2", "[ 1, 4 ]", "[ 1, 4 ]", "[ 1, 0, 0, 0 ]", "UINT8")
207*89c4ff92SAndroid Build Coastguard Worker         {}
208*89c4ff92SAndroid Build Coastguard Worker };
209*89c4ff92SAndroid Build Coastguard Worker 
210*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit2DFixtureUint8, "SimpleSplit2DUint8")
211*89c4ff92SAndroid Build Coastguard Worker {
212*89c4ff92SAndroid Build Coastguard Worker     RunTest<2, armnn::DataType::QAsymmU8>(
213*89c4ff92SAndroid Build Coastguard Worker             0,
214*89c4ff92SAndroid Build Coastguard Worker             { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8 } } },
215*89c4ff92SAndroid Build Coastguard Worker             { {"outputTensor1", { 1, 2, 3, 4 } },
216*89c4ff92SAndroid Build Coastguard Worker               {"outputTensor2", { 5, 6, 7, 8 } } } );
217*89c4ff92SAndroid Build Coastguard Worker }
218*89c4ff92SAndroid Build Coastguard Worker 
219*89c4ff92SAndroid Build Coastguard Worker struct SimpleSplit3DFixtureUint8 : SplitFixture
220*89c4ff92SAndroid Build Coastguard Worker {
SimpleSplit3DFixtureUint8SimpleSplit3DFixtureUint8221*89c4ff92SAndroid Build Coastguard Worker     SimpleSplit3DFixtureUint8()
222*89c4ff92SAndroid Build Coastguard Worker         : SplitFixture( "[ 1, 8, 2 ]", "[ ]", "2", "[ 1, 4, 2 ]", "[ 1, 4, 2 ]", "[ 1, 0, 0, 0 ]", "UINT8")
223*89c4ff92SAndroid Build Coastguard Worker         {}
224*89c4ff92SAndroid Build Coastguard Worker };
225*89c4ff92SAndroid Build Coastguard Worker 
226*89c4ff92SAndroid Build Coastguard Worker TEST_CASE_FIXTURE(SimpleSplit3DFixtureUint8, "SimpleSplit3DUint8")
227*89c4ff92SAndroid Build Coastguard Worker {
228*89c4ff92SAndroid Build Coastguard Worker     RunTest<3, armnn::DataType::QAsymmU8>(
229*89c4ff92SAndroid Build Coastguard Worker         0,
230*89c4ff92SAndroid Build Coastguard Worker         { {"inputTensor", { 1, 2, 3, 4, 5, 6, 7, 8,
231*89c4ff92SAndroid Build Coastguard Worker                             9, 10, 11, 12, 13, 14, 15, 16 } } },
232*89c4ff92SAndroid Build Coastguard Worker         { {"outputTensor1", { 1, 2, 3, 4, 5, 6, 7, 8 } },
233*89c4ff92SAndroid Build Coastguard Worker           {"outputTensor2", { 9, 10, 11, 12, 13, 14, 15, 16 } } } );
234*89c4ff92SAndroid Build Coastguard Worker }
235*89c4ff92SAndroid Build Coastguard Worker 
236*89c4ff92SAndroid Build Coastguard Worker }