aboutsummaryrefslogtreecommitdiff
path: root/tests/validation
diff options
context:
space:
mode:
Diffstat (limited to 'tests/validation')
-rw-r--r--tests/validation/CL/Gather.cpp210
-rw-r--r--tests/validation/fixtures/GatherFixture.h142
-rw-r--r--tests/validation/reference/Gather.cpp75
-rw-r--r--tests/validation/reference/Gather.h46
4 files changed, 473 insertions, 0 deletions
diff --git a/tests/validation/CL/Gather.cpp b/tests/validation/CL/Gather.cpp
new file mode 100644
index 0000000000..cc892a30d1
--- /dev/null
+++ b/tests/validation/CL/Gather.cpp
@@ -0,0 +1,210 @@
+/*
+ * Copyright (c) 2018-2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/CL/CLTensor.h"
+#include "arm_compute/runtime/CL/CLTensorAllocator.h"
+#include "arm_compute/runtime/CL/functions/CLGather.h"
+
+#include "tests/CL/CLAccessor.h"
+#include "tests/datasets/GatherDataset.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Macros.h"
+#include "tests/framework/datasets/Datasets.h"
+#include "tests/validation/Validation.h"
+#include "tests/validation/fixtures/GatherFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+TEST_SUITE(CL)
+TEST_SUITE(Gather)
+
+// *INDENT-OFF*
+// clang-format off
+DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
+ framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 27U), 1, DataType::F16),
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32), // Invalid Indices data type
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32), // Invalid Indices dimensionality
+ TensorInfo(TensorShape(5U, 5U, 5U, 5U, 5U), 1, DataType::F32), // Invalid Input dimensionality
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F16), // Mismatching data type input/output
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32), // Invalid positive axis value
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F16), // Invalid negative axis value
+ }),
+ framework::dataset::make("IndicesInfo", {
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U8),
+ TensorInfo(TensorShape(10U, 10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ TensorInfo(TensorShape(10U), 1, DataType::U32),
+ })),
+ framework::dataset::make("OutputInfo", {
+ TensorInfo(TensorShape(10U, 27U), 1, DataType::F16),
+ TensorInfo(TensorShape(27U, 10U), 1, DataType::F32),
+ TensorInfo(TensorShape(10U, 27U), 1, DataType::F32),
+ TensorInfo(TensorShape(10U, 27U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 10U), 1, DataType::F32),
+ TensorInfo(TensorShape(10U, 5U, 5U, 5U, 5U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 10U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F32),
+ TensorInfo(TensorShape(27U, 27U), 1, DataType::F16),
+ })),
+ framework::dataset::make("Axis", {
+ 0,
+ 1,
+ -2,
+ 0,
+ 1,
+ 0,
+ 1,
+ 2,
+ -3,
+ })),
+ framework::dataset::make("Expected", { true, true, true, false, false, false, false, false, false })),
+ input_info, indices_info, output_info, axis, expected)
+{
+ const Status status = CLGather::validate(&input_info.clone()->set_is_resizable(true), &indices_info.clone()->set_is_resizable(true), &output_info.clone()->set_is_resizable(true), axis);
+ ARM_COMPUTE_EXPECT(bool(status) == expected, framework::LogLevel::ERRORS);
+}
+// clang-format on
+// *INDENT-ON*
+
+DATA_TEST_CASE(Configuration,
+ framework::DatasetMode::ALL,
+ combine(arm_compute::test::datasets::SmallGatherDataset(), framework::dataset::make("DataType", { DataType::F16, DataType::F32 })),
+ input_shape, indices_shape, axis, data_type)
+{
+ const uint32_t actual_axis = wrap_around(axis, static_cast<int>(input_shape.num_dimensions()));
+ CLTensor src = create_tensor<CLTensor>(input_shape, data_type);
+ CLTensor indices = create_tensor<CLTensor>(indices_shape, DataType::U32);
+ TensorShape dst_shape = arm_compute::misc::shape_calculator::compute_gather_shape(input_shape, indices_shape, actual_axis);
+ CLTensor dst = create_tensor<CLTensor>(dst_shape, data_type);
+
+ // Create and Configure function
+ CLGather gather;
+ gather.configure(&src, &indices, &dst, axis);
+
+ // Validate valid region
+ const ValidRegion valid_region = shape_to_valid_region(dst.info()->tensor_shape());
+ validate(dst.info()->valid_region(), valid_region);
+}
+
+template <typename T>
+using CLGatherFixture = GatherFixture<CLTensor, CLAccessor, CLGather, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall,
+ CLGatherFixture<half>,
+ framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallGatherDataset(), framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge,
+ CLGatherFixture<half>,
+ framework::DatasetMode::NIGHTLY,
+ combine(datasets::LargeGatherDataset(), framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+TEST_SUITE_END() // FP16
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall,
+ CLGatherFixture<float>,
+ framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallGatherDataset(), framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge,
+ CLGatherFixture<float>,
+ framework::DatasetMode::NIGHTLY,
+ combine(datasets::LargeGatherDataset(), framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+TEST_SUITE_END() // FP32
+TEST_SUITE_END() // Float
+
+TEST_SUITE(U8)
+FIXTURE_DATA_TEST_CASE(RunSmall,
+ CLGatherFixture<uint8_t>,
+ framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallGatherDataset(), framework::dataset::make("DataType", DataType::U8)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge,
+ CLGatherFixture<uint8_t>,
+ framework::DatasetMode::NIGHTLY,
+ combine(datasets::LargeGatherDataset(), framework::dataset::make("DataType", DataType::U8)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+TEST_SUITE_END() // U8
+
+TEST_SUITE(U16)
+FIXTURE_DATA_TEST_CASE(RunSmall,
+ CLGatherFixture<uint16_t>,
+ framework::DatasetMode::PRECOMMIT,
+ combine(datasets::SmallGatherDataset(), framework::dataset::make("DataType", DataType::U16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge,
+ CLGatherFixture<uint16_t>,
+ framework::DatasetMode::NIGHTLY,
+ combine(datasets::LargeGatherDataset(), framework::dataset::make("DataType", DataType::U16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+TEST_SUITE_END() // U16
+
+TEST_SUITE_END() // Gather
+TEST_SUITE_END() // CL
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/fixtures/GatherFixture.h b/tests/validation/fixtures/GatherFixture.h
new file mode 100644
index 0000000000..f2dcd4a1a4
--- /dev/null
+++ b/tests/validation/fixtures/GatherFixture.h
@@ -0,0 +1,142 @@
+/*
+ * Copyright (c) 2018-2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#ifndef ARM_COMPUTE_TEST_GATHER_FIXTURE
+#define ARM_COMPUTE_TEST_GATHER_FIXTURE
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+#include "tests/AssetsLibrary.h"
+#include "tests/Globals.h"
+#include "tests/IAccessor.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Fixture.h"
+#include "tests/validation/Helpers.h"
+#include "tests/validation/reference/Gather.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
+class GatherFixture : public framework::Fixture
+{
+public:
+ template <typename...>
+ void setup(TensorShape input_shape, TensorShape indices_shape, int axis, DataType data_type)
+ {
+ _target = compute_target(input_shape, data_type, axis, indices_shape);
+ _reference = compute_reference(input_shape, data_type, axis, indices_shape);
+ }
+
+protected:
+ template <typename U>
+ void fill(U &&tensor)
+ {
+ library->fill_tensor_uniform(tensor, 0);
+ }
+
+ template <typename U>
+ void generate_indices(U &&indices, const TensorShape &input_shape, uint32_t actual_axis, TensorShape indices_shape)
+ {
+ std::mt19937 gen(library->seed());
+ uint32_t *indices_ptr = static_cast<uint32_t *>(indices.data());
+
+ std::uniform_int_distribution<uint32_t> dist_index(0, input_shape[actual_axis] - 1);
+ //Let's consider 1D indices
+ for(unsigned int ind = 0; ind < indices_shape[0]; ind++)
+ {
+ indices_ptr[ind] = dist_index(gen);
+ }
+ }
+
+ TensorType compute_target(const TensorShape &input_shape,
+ DataType data_type,
+ int axis,
+ const TensorShape indices_shape)
+ {
+ // Create tensors
+ TensorType src = create_tensor<TensorType>(input_shape, data_type);
+ TensorType indices_tensor = create_tensor<TensorType>(indices_shape, DataType::U32);
+ const uint32_t actual_axis = wrap_around(axis, static_cast<int>(input_shape.num_dimensions()));
+ TensorShape output_shape = arm_compute::misc::shape_calculator::compute_gather_shape(input_shape, indices_shape, actual_axis);
+ TensorType dst = create_tensor<TensorType>(output_shape, data_type);
+
+ // Create and configure function
+ FunctionType gather;
+ gather.configure(&src, &indices_tensor, &dst, axis);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(indices_tensor.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Allocate tensors
+ src.allocator()->allocate();
+ indices_tensor.allocator()->allocate();
+ dst.allocator()->allocate();
+
+ ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(!indices_tensor.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Fill tensors
+ fill(AccessorType(src));
+ generate_indices(AccessorType(indices_tensor), input_shape, actual_axis, indices_shape);
+
+ // Compute function
+ gather.run();
+
+ return dst;
+ }
+
+ SimpleTensor<T> compute_reference(const TensorShape &input_shape,
+ DataType data_type,
+ int axis,
+ const TensorShape indices_shape)
+ {
+ // Create reference tensor
+ SimpleTensor<T> src{ input_shape, data_type };
+ SimpleTensor<uint32_t> indices_tensor{ indices_shape, DataType::U32 };
+ const uint32_t actual_axis = wrap_around(axis, static_cast<int>(input_shape.num_dimensions()));
+
+ // Fill reference tensor
+ fill(src);
+ generate_indices(indices_tensor, input_shape, actual_axis, indices_shape);
+
+ return reference::gather(src, indices_tensor, actual_axis);
+ }
+
+ TensorType _target{};
+ SimpleTensor<T> _reference{};
+};
+
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
+
+#endif /* ARM_COMPUTE_TEST_GATHER_FIXTURE */
diff --git a/tests/validation/reference/Gather.cpp b/tests/validation/reference/Gather.cpp
new file mode 100644
index 0000000000..ab5ea2f92e
--- /dev/null
+++ b/tests/validation/reference/Gather.cpp
@@ -0,0 +1,75 @@
+/*
+ * Copyright (c) 2018-2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#include "Gather.h"
+
+#include "arm_compute/core/Types.h"
+#include "arm_compute/core/utils/misc/ShapeCalculator.h"
+#include "tests/validation/Helpers.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace reference
+{
+template <typename T>
+SimpleTensor<T> gather(const SimpleTensor<T> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis)
+{
+ const auto *indices_ptr = static_cast<const uint32_t *>(indices.data());
+ const TensorShape dst_shape = arm_compute::misc::shape_calculator::compute_gather_shape(src.shape(), indices.shape(), actual_axis);
+ SimpleTensor<T> dst(dst_shape, src.data_type());
+
+ Window win;
+ win.use_tensor_dimensions(dst_shape);
+ execute_window_loop(win, [&](const Coordinates & id)
+ {
+ Coordinates offset;
+ for(unsigned int dim = 0; dim < id.num_dimensions(); ++dim)
+ {
+ if(dim == actual_axis)
+ {
+ offset.set(dim, indices_ptr[id[dim]]);
+ }
+ else
+ {
+ offset.set(dim, id[dim]);
+ }
+ }
+ *reinterpret_cast<T *>(dst(id)) = *reinterpret_cast<const T *>(src(offset));
+ });
+
+ return dst;
+}
+
+template SimpleTensor<float> gather(const SimpleTensor<float> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis);
+template SimpleTensor<half> gather(const SimpleTensor<half> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis);
+template SimpleTensor<uint16_t> gather(const SimpleTensor<uint16_t> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis);
+template SimpleTensor<uint8_t> gather(const SimpleTensor<uint8_t> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis);
+} // namespace reference
+} // namespace validation
+} // namespace test
+} // namespace arm_compute \ No newline at end of file
diff --git a/tests/validation/reference/Gather.h b/tests/validation/reference/Gather.h
new file mode 100644
index 0000000000..54e1cb8696
--- /dev/null
+++ b/tests/validation/reference/Gather.h
@@ -0,0 +1,46 @@
+/*
+ * Copyright (c) 2018-2019 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef __ARM_COMPUTE_TEST_GATHER_H__
+#define __ARM_COMPUTE_TEST_GATHER_H__
+
+#include "arm_compute/core/Types.h"
+#include "tests/SimpleTensor.h"
+#include "tests/validation/Helpers.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace reference
+{
+template <typename T>
+SimpleTensor<T> gather(const SimpleTensor<T> &src, const SimpleTensor<uint32_t> &indices, uint32_t actual_axis);
+} // namespace reference
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
+
+#endif /* __ARM_COMPUTE_TEST_GATHER_H__ */
generated by cgit v1.2.1 (git 2.23.0) at 2024-05-15 19:03:52 +0000