aboutsummaryrefslogtreecommitdiff
path: root/src/armnnOnnxParser/test
diff options
context:
space:
mode:
authorNarumol Prangnawarat <narumol.prangnawarat@arm.com>2021-09-17 21:08:57 +0100
committerJim Flynn <jim.flynn@arm.com>2021-09-24 14:17:31 +0000
commitf10b15a8946f39bdf3f60cebc59d2963069eedca (patch)
tree9cba39db69acad2bd5728cefbad578161e6ba63c /src/armnnOnnxParser/test
parent4fcc8632aaa64e683d98199659093d1aa99ffb08 (diff)
downloadarmnn-f10b15a8946f39bdf3f60cebc59d2963069eedca.tar.gz
IVGCVSW-6382 Add Gather operator support to ONNX parser
* Add ParseGather to support Gather operator on ONNX * Add Support of int64 converted to int32 for constant * Add OnnxParserTestUtils * Refactor ValidateTensorShapesFromInputs of GatherLayer * Unit tests Signed-off-by: Narumol Prangnawarat <narumol.prangnawarat@arm.com> Change-Id: Ie9dff640240e14a062fef38f7faf0ccc212de5f7
Diffstat (limited to 'src/armnnOnnxParser/test')
-rw-r--r--src/armnnOnnxParser/test/Gather.cpp315
-rw-r--r--src/armnnOnnxParser/test/OnnxParserTestUtils.hpp21
2 files changed, 336 insertions, 0 deletions
diff --git a/src/armnnOnnxParser/test/Gather.cpp b/src/armnnOnnxParser/test/Gather.cpp
new file mode 100644
index 0000000000..1d214419c4
--- /dev/null
+++ b/src/armnnOnnxParser/test/Gather.cpp
@@ -0,0 +1,315 @@
+//
+// 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_Gather")
+{
+
+struct GatherMainFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GatherMainFixture(const std::vector<int>& indicesShape,
+ const std::vector<int>& indices,
+ const std::vector<int>& inputShape,
+ const std::vector<int>& outputShape)
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ output: "indices"
+ op_type: "Constant"
+ attribute {
+ name: "value"
+ t {
+ data_type: 7
+ )" + ConstructIndicesString(indicesShape, indices) + R"(
+ name: "value"
+ }
+ type: TENSOR
+ }
+ }
+ node {
+ input: "input"
+ input: "indices"
+ output: "output"
+ op_type: "Gather"
+ attribute {
+ name: "axis"
+ i: 0
+ type: INT
+ }
+ }
+ name: "gather-model"
+ input {
+ name: "input"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(inputShape) + R"(
+ }
+ }
+ }
+ }
+ output {
+ name: "output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ )" + armnnUtils::ConstructTensorShapeString(outputShape) + R"(
+ }
+ }
+ }
+ }
+ })";
+ }
+ std::string ConstructIndicesString(const std::vector<int>& indicesShape, const std::vector<int>& indices)
+ {
+ std::string shapeStr;
+ for (int i : indicesShape)
+ {
+ shapeStr = fmt::format(" {} dims: {}", shapeStr, i);
+ }
+ for (int i : indices)
+ {
+ shapeStr = fmt::format(" {} int64_data: {}", shapeStr, i);
+ }
+ return shapeStr;
+ }
+};
+
+struct Gather1dFixture : GatherMainFixture
+{
+ Gather1dFixture() : GatherMainFixture({ 4 }, { 0, 2, 1, 5 }, { 8 }, { 4 })
+ {
+ Setup();
+ }
+};
+
+struct Gather2dFixture : GatherMainFixture
+{
+ Gather2dFixture() : GatherMainFixture({ 3 }, { 1, 3, 4 }, { 5, 2 }, { 3, 2 })
+ {
+ Setup();
+ }
+};
+
+struct Gather3dMultiIndicesFixture : GatherMainFixture
+{
+ Gather3dMultiIndicesFixture() : GatherMainFixture({ 2, 3 }, { 1, 2, 1, 2, 1, 0 }, { 3, 2, 3 }, { 2, 3, 2, 3 })
+ {
+ Setup();
+ }
+};
+
+struct Gather4dFixture : GatherMainFixture
+{
+ Gather4dFixture() : GatherMainFixture({ 3 }, { 0, 1, 3 }, { 5, 4, 3, 2 }, { 3, 4, 3, 2 })
+ {
+ Setup();
+ }
+};
+
+TEST_CASE_FIXTURE(Gather1dFixture, "Gather1dTest")
+{
+ RunTest<1, float>({{"input", {1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f }}},
+ {{"output", {1.0f, 3.0f, 2.0f, 6.0f}}});
+}
+
+TEST_CASE_FIXTURE(Gather2dFixture, "Gather2dTest")
+{
+ RunTest<2, float>({{"input", {1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f }}},
+ {{"output", {3.0f, 4.0f, 7.0f, 8.0f, 9.0f, 10.0f }}});
+}
+
+TEST_CASE_FIXTURE(Gather3dMultiIndicesFixture, "Gather3dMultiIndicesTest")
+{
+ RunTest<3, float>({{"input", { 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 }}},
+ {{"output", { 7.0f, 8.0f, 9.0f,
+ 10.0f, 11.0f, 12.0f,
+ 13.0f, 14.0f, 15.0f,
+ 16.0f, 17.0f, 18.0f,
+ 7.0f, 8.0f, 9.0f,
+ 10.0f, 11.0f, 12.0f,
+ 13.0f, 14.0f, 15.0f,
+ 16.0f, 17.0f, 18.0f,
+ 7.0f, 8.0f, 9.0f,
+ 10.0f, 11.0f, 12.0f,
+ 1.0f, 2.0f, 3.0f,
+ 4.0f, 5.0f, 6.0f }}});
+}
+
+TEST_CASE_FIXTURE(Gather4dFixture, "Gather4dTest")
+{
+ RunTest<4, float>({{"input", { 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, 33.0f, 34.0f, 35.0f,
+ 36.0f, 37.0f, 38.0f, 39.0f, 40.0f,
+ 41.0f, 42.0f, 43.0f, 44.0f, 45.0f,
+ 46.0f, 47.0f, 48.0f, 49.0f, 50.0f,
+ 51.0f, 52.0f, 53.0f, 54.0f, 55.0f,
+ 56.0f, 57.0f, 58.0f, 59.0f, 60.0f,
+ 61.0f, 62.0f, 63.0f, 64.0f, 65.0f,
+ 66.0f, 67.0f, 68.0f, 69.0f, 70.0f,
+ 71.0f, 72.0f, 73.0f, 74.0f, 75.0f,
+ 76.0f, 77.0f, 78.0f, 79.0f, 80.0f,
+ 81.0f, 82.0f, 83.0f, 84.0f, 85.0f,
+ 86.0f, 87.0f, 88.0f, 89.0f, 90.0f,
+ 91.0f, 92.0f, 93.0f, 94.0f, 95.0f,
+ 96.0f, 97.0f, 98.0f, 99.0f, 100.0f,
+ 101.0f, 102.0f, 103.0f, 104.0f, 105.0f,
+ 106.0f, 107.0f, 108.0f, 109.0f, 110.0f,
+ 111.0f, 112.0f, 113.0f, 114.0f, 115.0f,
+ 116.0f, 117.0f, 118.0f, 119.0f, 120.0f }}},
+ {{"output", { 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, 33.0f, 34.0f, 35.0f, 36.0f,
+ 37.0f, 38.0f, 39.0f, 40.0f, 41.0f, 42.0f,
+ 43.0f, 44.0f, 45.0f, 46.0f, 47.0f, 48.0f,
+ 73.0f, 74.0f, 75.0f, 76.0f, 77.0f, 78.0f,
+ 79.0f, 80.0f, 81.0f, 82.0f, 83.0f, 84.0f,
+ 85.0f, 86.0f, 87.0f, 88.0f, 89.0f, 90.0f,
+ 91.0f, 92.0f, 93.0f, 94.0f, 95.0f, 96.0f }}});
+}
+
+struct GatherRawDataFixture : public armnnUtils::ParserPrototxtFixture<armnnOnnxParser::IOnnxParser>
+{
+ GatherRawDataFixture()
+ {
+ m_Prototext = R"(
+ ir_version: 8
+ producer_name: "onnx-example"
+ graph {
+ node {
+ output: "indices"
+ op_type: "Constant"
+ attribute {
+ name: "value"
+ t {
+ dims: 3
+ data_type: 7
+ raw_data:
+ "\000\000\000\000\000\000\000\000\001\000\000\000\000\000\000\000\003\000\000\000\000\000\000\000"
+ name: "value"
+ }
+ type: TENSOR
+ }
+ }
+ node {
+ input: "input"
+ input: "indices"
+ output: "output"
+ op_type: "Gather"
+ attribute {
+ name: "axis"
+ i: 0
+ type: INT
+ }
+ }
+ name: "gather-model"
+ input {
+ name: "input"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 5
+ }
+ dim {
+ dim_value: 4
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 2
+ }
+ }
+ }
+ }
+ }
+ output {
+ name: "output"
+ type {
+ tensor_type {
+ elem_type: 1
+ shape {
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 4
+ }
+ dim {
+ dim_value: 3
+ }
+ dim {
+ dim_value: 2
+ }
+ }
+ }
+ }
+ }
+ })";
+ Setup();
+ }
+};
+
+TEST_CASE_FIXTURE(GatherRawDataFixture, "GatherRawDataTest")
+{
+ RunTest<4, float>({{"input", { 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, 33.0f, 34.0f, 35.0f,
+ 36.0f, 37.0f, 38.0f, 39.0f, 40.0f,
+ 41.0f, 42.0f, 43.0f, 44.0f, 45.0f,
+ 46.0f, 47.0f, 48.0f, 49.0f, 50.0f,
+ 51.0f, 52.0f, 53.0f, 54.0f, 55.0f,
+ 56.0f, 57.0f, 58.0f, 59.0f, 60.0f,
+ 61.0f, 62.0f, 63.0f, 64.0f, 65.0f,
+ 66.0f, 67.0f, 68.0f, 69.0f, 70.0f,
+ 71.0f, 72.0f, 73.0f, 74.0f, 75.0f,
+ 76.0f, 77.0f, 78.0f, 79.0f, 80.0f,
+ 81.0f, 82.0f, 83.0f, 84.0f, 85.0f,
+ 86.0f, 87.0f, 88.0f, 89.0f, 90.0f,
+ 91.0f, 92.0f, 93.0f, 94.0f, 95.0f,
+ 96.0f, 97.0f, 98.0f, 99.0f, 100.0f,
+ 101.0f, 102.0f, 103.0f, 104.0f, 105.0f,
+ 106.0f, 107.0f, 108.0f, 109.0f, 110.0f,
+ 111.0f, 112.0f, 113.0f, 114.0f, 115.0f,
+ 116.0f, 117.0f, 118.0f, 119.0f, 120.0f }}},
+ {{"output", { 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, 33.0f, 34.0f, 35.0f, 36.0f,
+ 37.0f, 38.0f, 39.0f, 40.0f, 41.0f, 42.0f,
+ 43.0f, 44.0f, 45.0f, 46.0f, 47.0f, 48.0f,
+ 73.0f, 74.0f, 75.0f, 76.0f, 77.0f, 78.0f,
+ 79.0f, 80.0f, 81.0f, 82.0f, 83.0f, 84.0f,
+ 85.0f, 86.0f, 87.0f, 88.0f, 89.0f, 90.0f,
+ 91.0f, 92.0f, 93.0f, 94.0f, 95.0f, 96.0f }}});
+}
+
+}
diff --git a/src/armnnOnnxParser/test/OnnxParserTestUtils.hpp b/src/armnnOnnxParser/test/OnnxParserTestUtils.hpp
new file mode 100644
index 0000000000..4ed6543d28
--- /dev/null
+++ b/src/armnnOnnxParser/test/OnnxParserTestUtils.hpp
@@ -0,0 +1,21 @@
+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+namespace armnnUtils
+{
+
+std::string ConstructTensorShapeString(const std::vector<int>& shape)
+{
+ std::string shapeStr;
+ for (int i : shape)
+ {
+ shapeStr = fmt::format("{} dim {{ dim_value: {} }}", shapeStr, i);
+ }
+ return shapeStr;
+}
+
+} // namespace armnnUtils \ No newline at end of file