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authorRyan OShea <Ryan.OShea2@arm.com>2020-04-22 16:37:29 +0100
committerRyan OShea <Ryan.OShea2@arm.com>2020-04-23 14:28:20 +0100
commited27ee7e1629b8af6f32ad0aed0901d749b53c32 (patch)
tree0fd7bee16c8e47ec0a4373476695aa0fe66157c9 /src/armnnOnnxParser/test
parentf7b9d29c69e707195df8e37f429f9bff521fd490 (diff)
downloadarmnn-ed27ee7e1629b8af6f32ad0aed0901d749b53c32.tar.gz
IVGCVSW-4496 Add Flatten support to ONNX parser
* Added ParseFlatten method * Added Read int64 attribute method - Modified ComputeReshapeInfo method - Modified ParseReshape * Added unit tests - Reorganised OnnxParser.cpp/.hpp Signed-off-by: Ryan OShea <Ryan.OShea2@arm.com> Change-Id: I8a9553438dd1e8c702d821b093587e0074c027d5
Diffstat (limited to 'src/armnnOnnxParser/test')
-rw-r--r--src/armnnOnnxParser/test/Flatten.cpp443
-rw-r--r--src/armnnOnnxParser/test/Reshape.cpp105
2 files changed, 548 insertions, 0 deletions
diff --git a/src/armnnOnnxParser/test/Flatten.cpp b/src/armnnOnnxParser/test/Flatten.cpp
new file mode 100644
index 0000000000..1ba509e5e6
--- /dev/null
+++ b/src/armnnOnnxParser/test/Flatten.cpp
@@ -0,0 +1,443 @@
+//
+// Copyright © 2020 Arm Ltd. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include <boost/test/unit_test.hpp>
+#include "armnnOnnxParser/IOnnxParser.hpp"
+#include "ParserPrototxtFixture.hpp"
+
+BOOST_AUTO_TEST_SUITE(OnnxParser)
+
+struct FlattenMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ FlattenMainFixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ output: "Output"
+ name: "flatten"
+ op_type: "Flatten"
+ attribute {
+ name: "axis"
+ i: 2
+ type: INT
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 4
+ }
+ dim {
+ dim_value: 9
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
+struct FlattenDefaultAxisFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ FlattenDefaultAxisFixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ output: "Output"
+ name: "flatten"
+ op_type: "Flatten"
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 18
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
+struct FlattenAxisZeroFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ FlattenAxisZeroFixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ output: "Output"
+ name: "flatten"
+ op_type: "Flatten"
+ attribute {
+ name: "axis"
+ i: 0
+ type: INT
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 1
+ }
+ dim {
+ dim_value: 36
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
+struct FlattenNegativeAxisFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ FlattenNegativeAxisFixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ output: "Output"
+ name: "flatten"
+ op_type: "Flatten"
+ attribute {
+ name: "axis"
+ i: -1
+ type: INT
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 12
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
+struct FlattenInvalidNegativeAxisFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ FlattenInvalidNegativeAxisFixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ output: "Output"
+ name: "flatten"
+ op_type: "Flatten"
+ attribute {
+ name: "axis"
+ i: -5
+ type: INT
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 12
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
+struct FlattenValidFixture : FlattenMainFixture
+{
+ FlattenValidFixture() : FlattenMainFixture("1") {
+ Setup();
+ }
+};
+
+struct FlattenDefaultValidFixture : FlattenDefaultAxisFixture
+{
+ FlattenDefaultValidFixture() : FlattenDefaultAxisFixture("1") {
+ Setup();
+ }
+};
+
+struct FlattenAxisZeroValidFixture : FlattenAxisZeroFixture
+{
+ FlattenAxisZeroValidFixture() : FlattenAxisZeroFixture("1") {
+ Setup();
+ }
+};
+
+struct FlattenNegativeAxisValidFixture : FlattenNegativeAxisFixture
+{
+ FlattenNegativeAxisValidFixture() : FlattenNegativeAxisFixture("1") {
+ Setup();
+ }
+};
+
+struct FlattenInvalidFixture : FlattenMainFixture
+{
+ FlattenInvalidFixture() : FlattenMainFixture("10") { }
+};
+
+struct FlattenInvalidAxisFixture : FlattenInvalidNegativeAxisFixture
+{
+ FlattenInvalidAxisFixture() : FlattenInvalidNegativeAxisFixture("1") { }
+};
+
+BOOST_FIXTURE_TEST_CASE(ValidFlattenTest, FlattenValidFixture)
+{
+ RunTest<2>({{"Input",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}},
+ {{"Output",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}});
+}
+
+BOOST_FIXTURE_TEST_CASE(ValidFlattenDefaultTest, FlattenDefaultValidFixture)
+{
+ RunTest<2>({{"Input",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}},
+ {{"Output",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}});
+}
+
+BOOST_FIXTURE_TEST_CASE(ValidFlattenAxisZeroTest, FlattenAxisZeroValidFixture)
+{
+ RunTest<2>({{"Input",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}},
+ {{"Output",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}});
+}
+
+BOOST_FIXTURE_TEST_CASE(ValidFlattenNegativeAxisTest, FlattenNegativeAxisValidFixture)
+{
+ RunTest<2>({{"Input",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}},
+ {{"Output",
+ { 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f }}});
+}
+
+BOOST_FIXTURE_TEST_CASE(IncorrectDataTypeFlatten, FlattenInvalidFixture)
+{
+ BOOST_CHECK_THROW(Setup(), armnn::ParseException);
+}
+
+BOOST_FIXTURE_TEST_CASE(IncorrectAxisFlatten, FlattenInvalidAxisFixture)
+{
+ BOOST_CHECK_THROW(Setup(), armnn::ParseException);
+}
+
+BOOST_AUTO_TEST_SUITE_END()
diff --git a/src/armnnOnnxParser/test/Reshape.cpp b/src/armnnOnnxParser/test/Reshape.cpp
index 60937f0666..119a406d7e 100644
--- a/src/armnnOnnxParser/test/Reshape.cpp
+++ b/src/armnnOnnxParser/test/Reshape.cpp
@@ -85,6 +85,91 @@ struct ReshapeMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxPa
}
};
+struct ReshapeRank4Fixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ ReshapeRank4Fixture(const std::string& dataType)
+ {
+ 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: 2
+ }
+ dim {
+ dim_value: 2
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ input {
+ name: "Shape"
+ type {
+ tensor_type {
+ elem_type: 7
+ shape {
+ dim {
+ dim_value: 2
+ }
+ }
+ }
+ }
+ }
+ node {
+ input: "Input"
+ input: "Shape"
+ output: "Output"
+ name: "reshape"
+ op_type: "Reshape"
+
+ }
+ initializer {
+ dims: 2
+ data_type: 7
+ int64_data: 2
+ int64_data: 2
+ name: "Shape"
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 6
+ }
+ dim {
+ dim_value: 6
+ }
+ }
+ }
+ }
+ }
+ }
+ opset_import {
+ version: 7
+ })";
+ }
+};
+
struct ReshapeValidFixture : ReshapeMainFixture
{
ReshapeValidFixture() : ReshapeMainFixture("1") {
@@ -92,6 +177,13 @@ struct ReshapeValidFixture : ReshapeMainFixture
}
};
+struct ReshapeValidRank4Fixture : ReshapeRank4Fixture
+{
+ ReshapeValidRank4Fixture() : ReshapeRank4Fixture("1") {
+ Setup();
+ }
+};
+
struct ReshapeInvalidFixture : ReshapeMainFixture
{
ReshapeInvalidFixture() : ReshapeMainFixture("10") { }
@@ -102,6 +194,19 @@ BOOST_FIXTURE_TEST_CASE(ValidReshapeTest, ReshapeValidFixture)
RunTest<2>({{"Input", { 0.0f, 1.0f, 2.0f, 3.0f }}}, {{"Output", { 0.0f, 1.0f, 2.0f, 3.0f }}});
}
+BOOST_FIXTURE_TEST_CASE(ValidRank4ReshapeTest, ReshapeValidRank4Fixture)
+{
+ RunTest<2>(
+ {{"Input",
+ {1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f}}},
+ {{"Output",
+ {1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f,
+ 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f, 1.0f, 2.0f, 3.0f, 4.0f}}});
+}
+
BOOST_FIXTURE_TEST_CASE(IncorrectDataTypeReshape, ReshapeInvalidFixture)
{
BOOST_CHECK_THROW(Setup(), armnn::ParseException);