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-rw-r--r--src/armnnOnnxParser/test/Gemm.cpp556
1 files changed, 556 insertions, 0 deletions
diff --git a/src/armnnOnnxParser/test/Gemm.cpp b/src/armnnOnnxParser/test/Gemm.cpp
new file mode 100644
index 0000000000..f68758f42e
--- /dev/null
+++ b/src/armnnOnnxParser/test/Gemm.cpp
@@ -0,0 +1,556 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#include "armnnOnnxParser/IOnnxParser.hpp"
+#include "ParserPrototxtFixture.hpp"
+#include "OnnxParserTestUtils.hpp"
+
+TEST_SUITE("OnnxParser_Gemm")
+{
+
+struct GemmFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GemmFixture(const std::string& alpha,
+ const std::string& beta,
+ const std::string& transA,
+ const std::string& transB,
+ const std::vector<int>& inputAShape,
+ const std::vector<int>& inputBShape,
+ const std::vector<int>& inputCShape,
+ const std::vector<int>& outputShape)
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ input: "A"
+ input: "B"
+ input: "C"
+ output: "Output"
+ op_type: "Gemm"
+ attribute {
+ name: "alpha"
+ f: )" + alpha + R"(
+ type: FLOAT
+ }
+ attribute {
+ name: "beta"
+ f: )" + beta + R"(
+ type: FLOAT
+ }
+ attribute {
+ name: "transA"
+ i: )" + transA + R"(
+ type: INT
+ }
+ attribute {
+ name: "transB"
+ i: )" + transB + R"(
+ type: INT
+ }
+ }
+ name: "gem-model"
+ input {
+ name: "A"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputAShape) + R"(
+ }
+ }
+ }
+ }
+ input {
+ name: "B"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputBShape) + R"(
+ }
+ }
+ }
+ }
+ input {
+ name: "C"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputCShape) + R"(
+ }
+ }
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(outputShape) + R"(
+ }
+ }
+ }
+ }
+ })";
+ }
+};
+
+struct GemmAllAttributesFixture : GemmFixture
+{
+ GemmAllAttributesFixture() : GemmFixture("0.25", "0.35", "1", "1", { 4, 3 }, { 5, 4 }, { 5 }, { 3, 5 })
+ {
+ Setup();
+ }
+};
+
+struct GemmSimpleFixture : GemmFixture
+{
+ GemmSimpleFixture() : GemmFixture("1", "1", "0", "0", { 3, 4 }, { 4, 5 }, { 5 }, { 3, 5 })
+ {
+ Setup();
+ }
+};
+
+struct GemmTransAFixture : GemmFixture
+{
+ GemmTransAFixture() : GemmFixture("1", "1", "1", "0", { 4, 3 }, { 4, 5 }, { 5 }, { 3, 5 })
+ {
+ Setup();
+ }
+};
+
+struct GemmTransBFixture : GemmFixture
+{
+ GemmTransBFixture() : GemmFixture("1", "1", "0", "1", { 3, 4 }, { 5, 4 }, { 5 }, { 3, 5 })
+ {
+ Setup();
+ }
+};
+
+struct GemmParseExceptionFixture : GemmFixture
+{
+ GemmParseExceptionFixture() : GemmFixture("1", "1", "0", "1", { 3, 4 }, { 5, 4 }, { 3, 5 }, { 3, 5 }) {}
+};
+
+TEST_CASE_FIXTURE(GemmAllAttributesFixture, "GemmTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }},
+ {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}},
+ {{"Output", { 15.035f, 45.07f, 75.105f, 105.14f, 135.175f,
+ 12.535f, 38.57f, 64.605f, 90.64f, 116.675f,
+ 10.035f, 32.07f, 54.105f, 76.14f, 98.175f }}});
+}
+
+TEST_CASE_FIXTURE(GemmSimpleFixture, "GemmSimpleTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }},
+ {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}},
+ {{"Output", { 332.1f, 374.2f, 416.3f, 458.4f, 500.5f,
+ 196.1f, 222.2f, 248.3f, 274.4f, 300.5f,
+ 60.1f, 70.2f, 80.3f, 90.4f, 100.5f }}});
+}
+
+TEST_CASE_FIXTURE(GemmTransAFixture, "GemmTransposeATest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }},
+ {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}},
+ {{"Output", { 180.1f, 210.2f, 240.3f, 270.4f, 300.5f,
+ 146.1f, 172.2f, 198.3f, 224.4f, 250.5f,
+ 112.1f, 134.2f, 156.3f, 178.4f, 200.5f }}});
+}
+
+TEST_CASE_FIXTURE(GemmTransBFixture, "GemmTransposeBTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }},
+ {"C", { 0.10f, 0.20f, 0.30f, 0.40f, 0.50f }}},
+ {{"Output", { 100.1f, 268.2f, 436.3f, 604.4f, 772.5f,
+ 60.1f, 164.2f, 268.3f, 372.4f, 476.5f,
+ 20.1f, 60.2f, 100.3f, 140.4f, 180.5f }}});
+}
+
+TEST_CASE_FIXTURE(GemmParseExceptionFixture, "GemmParseExceptionTest")
+{
+ // ParseException because Input C is non-constant and has 2 dimension (should be 1 dimension)
+ CHECK_THROWS_AS(Setup(), armnn::ParseException);
+}
+
+struct GemmConstantFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GemmConstantFixture()
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ input: "A"
+ input: "B"
+ input: "C"
+ output: "Output"
+ op_type: "Gemm"
+ attribute {
+ name: "alpha"
+ f: 0.25
+ type: FLOAT
+ }
+ attribute {
+ name: "beta"
+ f: 0.35
+ type: FLOAT
+ }
+ attribute {
+ name: "transA"
+ i: 1
+ type: INT
+ }
+ attribute {
+ name: "transB"
+ i: 1
+ type: INT
+ }
+ }
+ name: "gem-model"
+ initializer {
+ dims: 5
+ dims: 4
+ data_type: 1
+ float_data: 1.0
+ float_data: 2.0
+ float_data: 3.0
+ float_data: 4.0
+ float_data: 5.0
+ float_data: 6.0
+ float_data: 7.0
+ float_data: 8.0
+ float_data: 9.0
+ float_data: 10.0
+ float_data: 11.0
+ float_data: 12.0
+ float_data: 13.0
+ float_data: 14.0
+ float_data: 15.0
+ float_data: 16.0
+ float_data: 17.0
+ float_data: 18.0
+ float_data: 19.0
+ float_data: 20.0
+ name: "B"
+ }
+ initializer {
+ dims: 1
+ dims: 5
+ data_type: 1
+ float_data: 0.1
+ float_data: 0.2
+ float_data: 0.3
+ float_data: 0.4
+ float_data: 0.5
+ name: "C"
+ }
+ input {
+ name: "A"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 4
+ }
+ dim {
+ dim_value: 3
+ }
+ }
+ }
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 5
+ }
+ }
+ }
+ }
+ }
+ })";
+ Setup();
+ }
+};
+
+TEST_CASE_FIXTURE(GemmConstantFixture, "GemmConstantTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}},
+ {{"Output", { 15.035f, 45.07f, 75.105f, 105.14f, 135.175f,
+ 12.535f, 38.57f, 64.605f, 90.64f, 116.675f,
+ 10.035f, 32.07f, 54.105f, 76.14f, 98.175f }}});
+}
+
+struct GemmConstantSimpleFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GemmConstantSimpleFixture()
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ input: "A"
+ input: "B"
+ input: "C"
+ output: "Output"
+ op_type: "Gemm"
+ attribute {
+ name: "alpha"
+ f: 1
+ type: FLOAT
+ }
+ attribute {
+ name: "beta"
+ f: 1
+ type: FLOAT
+ }
+ attribute {
+ name: "transA"
+ i: 0
+ type: INT
+ }
+ attribute {
+ name: "transB"
+ i: 0
+ type: INT
+ }
+ }
+ name: "gem-model"
+ initializer {
+ dims: 4
+ dims: 5
+ data_type: 1
+ float_data: 1.0
+ float_data: 2.0
+ float_data: 3.0
+ float_data: 4.0
+ float_data: 5.0
+ float_data: 6.0
+ float_data: 7.0
+ float_data: 8.0
+ float_data: 9.0
+ float_data: 10.0
+ float_data: 11.0
+ float_data: 12.0
+ float_data: 13.0
+ float_data: 14.0
+ float_data: 15.0
+ float_data: 16.0
+ float_data: 17.0
+ float_data: 18.0
+ float_data: 19.0
+ float_data: 20.0
+ name: "B"
+ }
+ initializer {
+ dims: 1
+ dims: 5
+ data_type: 1
+ float_data: 0.1
+ float_data: 0.2
+ float_data: 0.3
+ float_data: 0.4
+ float_data: 0.5
+ name: "C"
+ }
+ input {
+ name: "A"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 4
+ }
+ }
+ }
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 5
+ }
+ }
+ }
+ }
+ }
+ })";
+ Setup();
+ }
+};
+
+TEST_CASE_FIXTURE(GemmConstantSimpleFixture, "GemmConstantSimpleTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }}},
+ {{"Output", { 332.1f, 374.2f, 416.3f, 458.4f, 500.5f,
+ 196.1f, 222.2f, 248.3f, 274.4f, 300.5f,
+ 60.1f, 70.2f, 80.3f, 90.4f, 100.5f }}});
+}
+
+struct GemmABFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GemmABFixture(const std::string& alpha,
+ const std::string& beta,
+ const std::string& transA,
+ const std::string& transB,
+ const std::vector<int>& inputAShape,
+ const std::vector<int>& inputBShape,
+ const std::vector<int>& outputShape)
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ input: "A"
+ input: "B"
+ output: "Output"
+ op_type: "Gemm"
+ attribute {
+ name: "alpha"
+ f: )" + alpha + R"(
+ type: FLOAT
+ }
+ attribute {
+ name: "beta"
+ f: )" + beta + R"(
+ type: FLOAT
+ }
+ attribute {
+ name: "transA"
+ i: )" + transA + R"(
+ type: INT
+ }
+ attribute {
+ name: "transB"
+ i: )" + transB + R"(
+ type: INT
+ }
+ }
+ name: "gem-model"
+ input {
+ name: "A"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputAShape) + R"(
+ }
+ }
+ }
+ }
+ input {
+ name: "B"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputBShape) + R"(
+ }
+ }
+ }
+ }
+ output {
+ name: "Output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(outputShape) + R"(
+ }
+ }
+ }
+ }
+ })";
+ Setup();
+ }
+};
+
+struct GemmAlphaTransAFixture : GemmABFixture
+{
+ GemmAlphaTransAFixture() : GemmABFixture("0.25", "0.35", "1", "0", { 4, 3 }, { 4, 5 }, { 3, 5 }) {}
+};
+
+struct GemmAlphaTransBFixture : GemmABFixture
+{
+ GemmAlphaTransBFixture() : GemmABFixture("0.25", "0.35", "0", "1", { 3, 4 }, { 5, 4 }, { 3, 5 }) {}
+};
+
+TEST_CASE_FIXTURE(GemmAlphaTransAFixture, "GemmAlphaTransATest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }}},
+ {{"Output", { 45.0f, 52.5f, 60.0f, 67.5f, 75.0f,
+ 36.5f, 43.0f, 49.5f, 56.0f, 62.5f,
+ 28.0f, 33.5f, 39.0f, 44.5f, 50.0f }}});
+}
+
+TEST_CASE_FIXTURE(GemmAlphaTransBFixture, "GemmAlphaTransBTest")
+{
+ RunTest<2, float>({{"A", { 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f,
+ 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f }},
+ {"B", { 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 }}},
+ {{"Output", { 25.0f, 67.0f, 109.0f, 151.0f, 193.0f,
+ 15.0f, 41.0f, 67.0f, 93.0f, 119.0f,
+ 5.0f, 15.0f, 25.0f, 35.0f, 45.0f }}});
+}
+
+}
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