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//
// Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//
#include "ParserFlatbuffersFixture.hpp"
TEST_SUITE("TensorflowLiteParser")
{
struct SplitVFixture : public ParserFlatbuffersFixture
{
explicit SplitVFixture(const std::string& inputShape,
const std::string& splitValues,
const std::string& sizeSplitsShape,
const std::string& axisShape,
const std::string& numSplits,
const std::string& outputShape1,
const std::string& outputShape2,
const std::string& axisData,
const std::string& dataType)
{
m_JsonString = R"(
{
"version": 3,
"operator_codes": [ { "builtin_code": "SPLIT_V" } ],
"subgraphs": [ {
"tensors": [
{
"shape": )" + inputShape + R"(,
"type": )" + dataType + R"(,
"buffer": 0,
"name": "inputTensor",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
},
{
"shape": )" + sizeSplitsShape + R"(,
"type": "INT32",
"buffer": 1,
"name": "sizeSplits",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
},
{
"shape": )" + axisShape + R"(,
"type": "INT32",
"buffer": 2,
"name": "axis",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
},
{
"shape": )" + outputShape1 + R"( ,
"type":)" + dataType + R"(,
"buffer": 3,
"name": "outputTensor1",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
},
{
"shape": )" + outputShape2 + R"( ,
"type":)" + dataType + R"(,
"buffer": 4,
"name": "outputTensor2",
"quantization": {
"min": [ 0.0 ],
"max": [ 255.0 ],
"scale": [ 1.0 ],
"zero_point": [ 0 ],
}
}
],
"inputs": [ 0, 1, 2 ],
"outputs": [ 3, 4 ],
"operators": [
{
"opcode_index": 0,
"inputs": [ 0, 1, 2 ],
"outputs": [ 3, 4 ],
"builtin_options_type": "SplitVOptions",
"builtin_options": {
"num_splits": )" + numSplits + R"(
},
"custom_options_format": "FLEXBUFFERS"
}
],
} ],
"buffers" : [ {}, { "data": )" + splitValues + R"( }, { "data": )" + axisData + R"( }, {}, {}]
}
)";
Setup();
}
};
/*
* Tested inferred splitSizes with splitValues [-1, 1] locally.
*/
struct SimpleSplitVAxisOneFixture : SplitVFixture
{
SimpleSplitVAxisOneFixture()
: SplitVFixture( "[ 4, 2, 2, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
"[ 1, 2, 2, 2 ]", "[ 3, 2, 2, 2 ]", "[ 0, 0, 0, 0 ]", "FLOAT32")
{}
};
TEST_CASE_FIXTURE(SimpleSplitVAxisOneFixture, "ParseAxisOneSplitVTwo")
{
RunTest<4, armnn::DataType::Float32>(
0,
{ {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
{ {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f } },
{"outputTensor2", { 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
}
struct SimpleSplitVAxisTwoFixture : SplitVFixture
{
SimpleSplitVAxisTwoFixture()
: SplitVFixture( "[ 2, 4, 2, 2 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
"[ 2, 3, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32")
{}
};
TEST_CASE_FIXTURE(SimpleSplitVAxisTwoFixture, "ParseAxisTwoSplitVTwo")
{
RunTest<4, armnn::DataType::Float32>(
0,
{ {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
{ {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
9.0f, 10.0f, 11.0f, 12.0f, 17.0f, 18.0f, 19.0f, 20.0f,
21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f } },
{"outputTensor2", { 13.0f, 14.0f, 15.0f, 16.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
}
struct SimpleSplitVAxisThreeFixture : SplitVFixture
{
SimpleSplitVAxisThreeFixture()
: SplitVFixture( "[ 2, 2, 4, 2 ]", "[ 1, 0, 0, 0, 3, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
"[ 2, 2, 1, 2 ]", "[ 2, 2, 3, 2 ]", "[ 2, 0, 0, 0 ]", "FLOAT32")
{}
};
TEST_CASE_FIXTURE(SimpleSplitVAxisThreeFixture, "ParseAxisThreeSplitVTwo")
{
RunTest<4, armnn::DataType::Float32>(
0,
{ {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
{ {"outputTensor1", { 1.0f, 2.0f, 9.0f, 10.0f, 17.0f, 18.0f, 25.0f, 26.0f } },
{"outputTensor2", { 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 11.0f, 12.0f,
13.0f, 14.0f, 15.0f, 16.0f, 19.0f, 20.0f, 21.0f, 22.0f,
23.0f, 24.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } } );
}
struct SimpleSplitVAxisFourFixture : SplitVFixture
{
SimpleSplitVAxisFourFixture()
: SplitVFixture( "[ 2, 2, 2, 4 ]", "[ 3, 0, 0, 0, 1, 0, 0, 0 ]", "[ 2 ]","[ ]", "2",
"[ 2, 2, 2, 3 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32")
{}
};
TEST_CASE_FIXTURE(SimpleSplitVAxisFourFixture, "ParseAxisFourSplitVTwo")
{
RunTest<4, armnn::DataType::Float32>(
0,
{ {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f,
9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f,
17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f,
25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f } } },
{ {"outputTensor1", { 1.0f, 2.0f, 3.0f, 5.0f, 6.0f, 7.0f, 9.0f, 10.0f,
11.0f, 13.0f, 14.0f, 15.0f, 17.0f, 18.0f, 19.0f, 21.0f,
22.0f, 23.0f, 25.0f, 26.0f, 27.0f, 29.0f, 30.0f, 31.0f} },
{"outputTensor2", { 4.0f, 8.0f, 12.0f, 16.0f, 20.0f, 24.0f, 28.0f, 32.0f } } } );
}
}
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