From 86704734edfd7f57a4339d4afcff58ad31e8ac35 Mon Sep 17 00:00:00 2001 From: Ryan OShea Date: Tue, 26 May 2020 11:41:04 +0100 Subject: IVGCVSW-4190 Add SplitV to Tflite Parser * Refactored SplitV * Added unit tests * Updated Documentation Signed-off-by: Ryan OShea Change-Id: If1dfa5a8780ddf3fe8788ed7bf7fa5fa8dfd14ec --- src/armnnTfLiteParser/test/SplitV.cpp | 209 ++++++++++++++++++++++++++++++++++ 1 file changed, 209 insertions(+) create mode 100644 src/armnnTfLiteParser/test/SplitV.cpp (limited to 'src/armnnTfLiteParser/test/SplitV.cpp') diff --git a/src/armnnTfLiteParser/test/SplitV.cpp b/src/armnnTfLiteParser/test/SplitV.cpp new file mode 100644 index 0000000000..59afeeca19 --- /dev/null +++ b/src/armnnTfLiteParser/test/SplitV.cpp @@ -0,0 +1,209 @@ +// +// Copyright © 2020 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#include +#include "ParserFlatbuffersFixture.hpp" +#include "../TfLiteParser.hpp" + +#include +#include + +BOOST_AUTO_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, 3 ]", "[ 2 ]","[ ]", "2", + "[ 1, 2, 2, 2 ]", "[ 3, 2, 2, 2 ]", "[ 0, 0, 0, 0 ]", "FLOAT32") + {} +}; + +BOOST_FIXTURE_TEST_CASE(ParseAxisOneSplitVTwo, SimpleSplitVAxisOneFixture) +{ + 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, 1 ]", "[ 2 ]","[ ]", "2", + "[ 2, 3, 2, 2 ]", "[ 2, 1, 2, 2 ]", "[ 1, 0, 0, 0 ]", "FLOAT32") + {} +}; + +BOOST_FIXTURE_TEST_CASE(ParseAxisTwoSplitVTwo, SimpleSplitVAxisTwoFixture) +{ + 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, 3 ]", "[ 2 ]","[ ]", "2", + "[ 2, 2, 1, 2 ]", "[ 2, 2, 3, 2 ]", "[ 2, 0, 0, 0 ]", "FLOAT32") + {} +}; + +BOOST_FIXTURE_TEST_CASE(ParseAxisThreeSplitVTwo, SimpleSplitVAxisThreeFixture) +{ + 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, 1 ]", "[ 2 ]","[ ]", "2", + "[ 2, 2, 2, 3 ]", "[ 2, 2, 2, 1 ]", "[ 3, 0, 0, 0 ]", "FLOAT32") + {} +}; + +BOOST_FIXTURE_TEST_CASE(ParseAxisFourSplitVTwo, SimpleSplitVAxisFourFixture) +{ + 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 } } } ); +} + +BOOST_AUTO_TEST_SUITE_END() -- cgit v1.2.1