diff options
Diffstat (limited to 'src/armnnOnnxParser/test/Pooling.cpp')
| -rw-r--r-- | src/armnnOnnxParser/test/Pooling.cpp | 310 |
1 files changed, 310 insertions, 0 deletions
diff --git a/src/armnnOnnxParser/test/Pooling.cpp b/src/armnnOnnxParser/test/Pooling.cpp new file mode 100644 index 0000000000..8e2f0fee00 --- /dev/null +++ b/src/armnnOnnxParser/test/Pooling.cpp @@ -0,0 +1,310 @@ +// +// Copyright © 2017 Arm Ltd. All rights reserved. +// See LICENSE file in the project root for full license information. +// + +#include <boost/test/unit_test.hpp> +#include "armnnOnnxParser/IOnnxParser.hpp" +#include "ParserPrototxtFixture.hpp" + +BOOST_AUTO_TEST_SUITE(OnnxParser) + +struct PoolingMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> +{ + PoolingMainFixture(const std::string& dataType, const std::string& op) + { + m_Prototext = R"( + ir_version: 3 + producer_name: "CNTK" + producer_version: "2.5.1" + domain: "ai.cntk" + model_version: 1 + graph { + name: "CNTKGraph" + input { + name: "Input" + type { + tensor_type { + elem_type: )" + dataType + R"( + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 2 + } + dim { + dim_value: 2 + } + } + } + } + } + node { + input: "Input" + output: "Output" + name: "Pooling" + op_type: )" + op + R"( + attribute { + name: "kernel_shape" + ints: 2 + ints: 2 + type: INTS + } + attribute { + name: "strides" + ints: 1 + ints: 1 + type: INTS + } + attribute { + name: "pads" + ints: 0 + ints: 0 + ints: 0 + ints: 0 + type: INTS + } + } + output { + name: "Output" + type { + tensor_type { + elem_type: FLOAT + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + } + } + } + } + } + opset_import { + version: 7 + })"; + } +}; + +struct MaxPoolValidFixture : PoolingMainFixture +{ + MaxPoolValidFixture() : PoolingMainFixture("FLOAT", "\"MaxPool\"") { + Setup(); + } +}; + +struct MaxPoolInvalidFixture : PoolingMainFixture +{ + MaxPoolInvalidFixture() : PoolingMainFixture("FLOAT16", "\"MaxPool\"") { } +}; + +BOOST_FIXTURE_TEST_CASE(ValidMaxPoolTest, MaxPoolValidFixture) +{ + RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {3.0f}}}); +} + +struct AvgPoolValidFixture : PoolingMainFixture +{ + AvgPoolValidFixture() : PoolingMainFixture("FLOAT", "\"AveragePool\"") { + Setup(); + } +}; + +struct PoolingWithPadFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> +{ + PoolingWithPadFixture() + { + m_Prototext = R"( + ir_version: 3 + producer_name: "CNTK" + producer_version: "2.5.1" + domain: "ai.cntk" + model_version: 1 + graph { + name: "CNTKGraph" + input { + name: "Input" + type { + tensor_type { + elem_type: FLOAT + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 2 + } + dim { + dim_value: 2 + } + } + } + } + } + node { + input: "Input" + output: "Output" + name: "Pooling" + op_type: "AveragePool" + attribute { + name: "kernel_shape" + ints: 4 + ints: 4 + type: INTS + } + attribute { + name: "strides" + ints: 1 + ints: 1 + type: INTS + } + attribute { + name: "pads" + ints: 1 + ints: 1 + ints: 1 + ints: 1 + type: INTS + } + attribute { + name: "count_include_pad" + i: 1 + type: INT + } + } + output { + name: "Output" + type { + tensor_type { + elem_type: FLOAT + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + } + } + } + } + } + opset_import { + version: 7 + })"; + Setup(); + } +}; + +BOOST_FIXTURE_TEST_CASE(AveragePoolValid, AvgPoolValidFixture) +{ + RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {0.5}}}); +} + +BOOST_FIXTURE_TEST_CASE(ValidAvgWithPadTest, PoolingWithPadFixture) +{ + RunTest<4>({{"Input", {1.0f, 2.0f, 3.0f, -4.0f}}}, {{"Output", {1.0/8.0}}}); +} + +struct GlobalAvgFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser> +{ + GlobalAvgFixture() + { + m_Prototext = R"( + ir_version: 3 + producer_name: "CNTK" + producer_version: "2.5.1" + domain: "ai.cntk" + model_version: 1 + graph { + name: "CNTKGraph" + input { + name: "Input" + type { + tensor_type { + elem_type: FLOAT + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 2 + } + dim { + dim_value: 2 + } + dim { + dim_value: 2 + } + } + } + } + } + node { + input: "Input" + output: "Output" + name: "Pooling" + op_type: "GlobalAveragePool" + } + output { + name: "Output" + type { + tensor_type { + elem_type: FLOAT + shape { + dim { + dim_value: 1 + } + dim { + dim_value: 2 + } + dim { + dim_value: 1 + } + dim { + dim_value: 1 + } + } + } + } + } + } + opset_import { + version: 7 + })"; + Setup(); + } +}; + +BOOST_FIXTURE_TEST_CASE(GlobalAvgTest, GlobalAvgFixture) +{ + RunTest<4>({{"Input", {1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0}}}, {{"Output", {10/4.0, 26/4.0}}}); +} + +BOOST_FIXTURE_TEST_CASE(IncorrectDataTypeMaxPool, MaxPoolInvalidFixture) +{ + BOOST_CHECK_THROW(Setup(), armnn::ParseException); +} + +BOOST_AUTO_TEST_SUITE_END() |