diff options
author | Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com> | 2024-02-29 17:00:07 +0000 |
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committer | Suhail M <MohammedSuhail.Munshi@arm.com> | 2024-03-21 15:58:46 +0000 |
commit | 8609ca08556d4d928e290b963c71e731ac24bd52 (patch) | |
tree | 10a9e80dc589dab32dc3c8121b365b0288cbebcf /tests | |
parent | 36a75dafdbe6d6a3a6f50bd075fe01f5b7dace38 (diff) | |
download | ComputeLibrary-8609ca08556d4d928e290b963c71e731ac24bd52.tar.gz |
Add skeleton for CLScatter op, reference and tests
- Adds dataset for tests
- Adds skeleton for function, operator, reference and tests
Resolves: [COMPMID-6889]
Signed-off-by: Mohammed Suhail Munshi <MohammedSuhail.Munshi@arm.com>
Change-Id: I7e57e8b4577fef6aa7421e672894c249cad6c5fa
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/11234
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'tests')
-rw-r--r-- | tests/CMakeLists.txt | 3 | ||||
-rw-r--r-- | tests/datasets/ScatterDataset.h | 127 | ||||
-rw-r--r-- | tests/validation/CL/ScatterLayer.cpp | 57 | ||||
-rw-r--r-- | tests/validation/fixtures/ScatterLayerFixture.h | 153 | ||||
-rw-r--r-- | tests/validation/reference/ScatterLayer.cpp | 59 | ||||
-rw-r--r-- | tests/validation/reference/ScatterLayer.h | 48 |
6 files changed, 446 insertions, 1 deletions
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt index 3f2223596f..20a010f38c 100644 --- a/tests/CMakeLists.txt +++ b/tests/CMakeLists.txt @@ -1,4 +1,4 @@ -# Copyright (c) 2023 Arm Limited. +# Copyright (c) 2023-2024 Arm Limited. # # SPDX-License-Identifier: MIT # @@ -100,6 +100,7 @@ target_sources( validation/reference/Floor.cpp validation/reference/PriorBoxLayer.cpp validation/reference/Scale.cpp + validation/reference/ScatterLayer.cpp validation/reference/ReorgLayer.cpp validation/reference/Range.cpp validation/reference/ArithmeticDivision.cpp diff --git a/tests/datasets/ScatterDataset.h b/tests/datasets/ScatterDataset.h new file mode 100644 index 0000000000..09f6338432 --- /dev/null +++ b/tests/datasets/ScatterDataset.h @@ -0,0 +1,127 @@ +/* + * Copyright (c) 2024 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 ACL_TESTS_DATASETS_SCATTERDATASET_H +#define ACL_TESTS_DATASETS_SCATTERDATASET_H + +#include "arm_compute/core/TensorShape.h" +#include "utils/TypePrinter.h" + +namespace arm_compute +{ +namespace test +{ +namespace datasets +{ + +class ScatterDataset +{ +public: + using type = std::tuple<TensorShape, TensorShape, TensorShape, TensorShape>; + + struct iterator + { + iterator(std::vector<TensorShape>::const_iterator src_it, + std::vector<TensorShape>::const_iterator updates_it, + std::vector<TensorShape>::const_iterator indices_it, + std::vector<TensorShape>::const_iterator dst_it) + : _src_it{ std::move(src_it) }, + _updates_it{ std::move(updates_it) }, + _indices_it{std::move(indices_it)}, + _dst_it{ std::move(dst_it) } + { + } + + std::string description() const + { + std::stringstream description; + description << "A=" << *_src_it << ":"; + description << "B=" << *_updates_it << ":"; + description << "C=" << *_indices_it << ":"; + description << "Out=" << *_dst_it << ":"; + return description.str(); + } + + ScatterDataset::type operator*() const + { + return std::make_tuple(*_src_it, *_updates_it, *_indices_it, *_dst_it); + } + + iterator &operator++() + { + ++_src_it; + ++_updates_it; + ++_indices_it; + ++_dst_it; + + return *this; + } + + private: + std::vector<TensorShape>::const_iterator _src_it; + std::vector<TensorShape>::const_iterator _updates_it; + std::vector<TensorShape>::const_iterator _indices_it; + std::vector<TensorShape>::const_iterator _dst_it; + }; + + iterator begin() const + { + return iterator(_src_shapes.begin(), _update_shapes.begin(), _indices_shapes.begin(), _dst_shapes.begin()); + } + + int size() const + { + return std::min(_src_shapes.size(), std::min(_indices_shapes.size(), std::min(_update_shapes.size(), _dst_shapes.size()))); + } + + void add_config(TensorShape a, TensorShape b, TensorShape c, TensorShape dst) + { + _src_shapes.emplace_back(std::move(a)); + _update_shapes.emplace_back(std::move(b)); + _indices_shapes.emplace_back(std::move(c)); + _dst_shapes.emplace_back(std::move(dst)); + } + +protected: + ScatterDataset() = default; + ScatterDataset(ScatterDataset &&) = default; + +private: + std::vector<TensorShape> _src_shapes{}; + std::vector<TensorShape> _update_shapes{}; + std::vector<TensorShape> _indices_shapes{}; + std::vector<TensorShape> _dst_shapes{}; +}; + +class SmallScatterDataset final : public ScatterDataset +{ +public: + SmallScatterDataset() + { + add_config(TensorShape(6U), TensorShape(6U), TensorShape(6U), TensorShape(6U)); + } +}; +} // namespace datasets +} // namespace test +} // namespace arm_compute +#endif // ACL_TESTS_DATASETS_SCATTERDATASET_H diff --git a/tests/validation/CL/ScatterLayer.cpp b/tests/validation/CL/ScatterLayer.cpp new file mode 100644 index 0000000000..040ca41578 --- /dev/null +++ b/tests/validation/CL/ScatterLayer.cpp @@ -0,0 +1,57 @@ +/* + * Copyright (c) 2024 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/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/functions/CLScatter.h" +#include "tests/validation/fixtures/ScatterLayerFixture.h" +#include "tests/CL/CLAccessor.h" +#include "tests/framework/Macros.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for 32-bit floating-point type */ +constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit floating-point type */ +constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit asymmetric type */ +constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_s(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit signed asymmetric type */ +} // namespace + +template <typename T> +using CLScatterLayerFixture = ScatterValidationFixture<CLTensor, CLAccessor, CLScatter, T>; + +TEST_SUITE(CL) +TEST_SUITE(ScatterLayer) +TEST_SUITE(Float) +TEST_SUITE(FP32) +TEST_SUITE_END() // FP32 +TEST_SUITE_END() // Float +TEST_SUITE_END() // ScatterLayer +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/fixtures/ScatterLayerFixture.h b/tests/validation/fixtures/ScatterLayerFixture.h new file mode 100644 index 0000000000..750e272388 --- /dev/null +++ b/tests/validation/fixtures/ScatterLayerFixture.h @@ -0,0 +1,153 @@ +/* + * Copyright (c) 2024 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 ACL_TESTS_VALIDATION_FIXTURES_SCATTERLAYERFIXTURE_H +#define ACL_TESTS_VALIDATION_FIXTURES_SCATTERLAYERFIXTURE_H + +#include "arm_compute/core/Utils.h" +#include "tests/Globals.h" +#include "tests/framework/Asserts.h" // Required for ARM_COMPUTE_ASSERT +#include "tests/framework/Fixture.h" +#include "tests/validation/Validation.h" +#include "tests/validation/reference/ScatterLayer.h" +#include "tests/SimpleTensor.h" +#include <random> + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class ScatterGenericValidationFixture : public framework::Fixture +{ +public: + void setup(TensorShape src_shape, TensorShape updates_shape, TensorShape indices_shape, TensorShape out_shape, DataType data_type, ScatterInfo scatter_info, QuantizationInfo src_qinfo = QuantizationInfo(), QuantizationInfo o_qinfo = QuantizationInfo()) + { + _target = compute_target(src_shape, updates_shape, indices_shape, out_shape, data_type, scatter_info, src_qinfo, o_qinfo); + _reference = compute_reference(src_shape, updates_shape, indices_shape, out_shape, data_type,scatter_info, src_qinfo , o_qinfo); + } + +protected: + template <typename U> + void fill(U &&tensor, int i, float lo = -1.f, float hi = 1.f) + { + switch(tensor.data_type()) + { + case DataType::F32: + { + std::uniform_real_distribution<float> distribution(lo, hi); + library->fill(tensor, distribution, i); + break; + } + default: + { + ARM_COMPUTE_ERROR("Unsupported data type."); + } + } + } + + TensorType compute_target(const TensorShape &shape_a, const TensorShape &shape_b, const TensorShape &shape_c, const TensorShape &out_shape, DataType data_type, const ScatterInfo info, QuantizationInfo a_qinfo, QuantizationInfo o_qinfo) + { + // 1. Create relevant tensors using ScatterInfo data structure. + // ---------------------------------------------------- + // In order - src, updates, indices, output. + TensorType src = create_tensor<TensorType>(shape_a, data_type, 1, a_qinfo); + TensorType updates = create_tensor<TensorType>(shape_b, data_type, 1, a_qinfo); + TensorType indices = create_tensor<TensorType>(shape_c, DataType::U32, 1, QuantizationInfo()); + TensorType dst = create_tensor<TensorType>(out_shape, data_type, 1, o_qinfo); + + FunctionType scatter; + + // Configure operator + scatter.configure(&src, &updates, &indices, &dst, info); + + // Assertions + ARM_COMPUTE_ASSERT(src.info()->is_resizable()); + ARM_COMPUTE_ASSERT(updates.info()->is_resizable()); + ARM_COMPUTE_ASSERT(indices.info()->is_resizable()); + ARM_COMPUTE_ASSERT(dst.info()->is_resizable()); + + // Allocate tensors + src.allocator()->allocate(); + updates.allocator()->allocate(); + indices.allocator()->allocate(); + dst.allocator()->allocate(); + + ARM_COMPUTE_ASSERT(!src.info()->is_resizable()); + ARM_COMPUTE_ASSERT(!updates.info()->is_resizable()); + ARM_COMPUTE_ASSERT(!indices.info()->is_resizable()); + ARM_COMPUTE_ASSERT(!dst.info()->is_resizable()); + + // Fill update (a) and indices (b) tensors. + fill(AccessorType(src), 0); + fill(AccessorType(updates), 1); + fill(AccessorType(indices), 2); + + scatter.run(); + + return dst; + } + + SimpleTensor<T> compute_reference(const TensorShape &a_shape, const TensorShape &b_shape, const TensorShape &c_shape, const TensorShape &out_shape, DataType data_type, + ScatterInfo info, QuantizationInfo a_qinfo, QuantizationInfo o_qinfo) + { + // Output Quantization not currently in use - fixture should be extended to support this. + ARM_COMPUTE_UNUSED(o_qinfo); + + // Create reference tensors + SimpleTensor<T> src{ a_shape, data_type, 1, a_qinfo }; + SimpleTensor<T> updates{b_shape, data_type, 1, QuantizationInfo() }; + SimpleTensor<uint32_t> indices{ c_shape, DataType::U32, 1, QuantizationInfo() }; + + // Fill reference + fill(src, 0); + fill(updates, 1); + fill(indices, 2); + + // Calculate individual reference. + auto result = reference::scatter_layer<T>(src, updates, indices, out_shape, info); + + return result; + } + + TensorType _target{}; + SimpleTensor<T> _reference{}; +}; + +// This fixture will use the same shape for updates as indices. +template <typename TensorType, typename AccessorType, typename FunctionType, typename T> +class ScatterValidationFixture : public ScatterGenericValidationFixture<TensorType, AccessorType, FunctionType, T> +{ +public: + void setup(TensorShape src_shape, TensorShape indices_shape, TensorShape out_shape, DataType data_type, ScatterFunction func, bool zero_init) + { + ScatterGenericValidationFixture<TensorType, AccessorType, FunctionType, T>::setup(src_shape, indices_shape, indices_shape, out_shape, data_type, ScatterInfo(func, zero_init), QuantizationInfo(), QuantizationInfo()); + } +}; + +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif // ACL_TESTS_VALIDATION_FIXTURES_SCATTERLAYERFIXTURE_H diff --git a/tests/validation/reference/ScatterLayer.cpp b/tests/validation/reference/ScatterLayer.cpp new file mode 100644 index 0000000000..188cce100b --- /dev/null +++ b/tests/validation/reference/ScatterLayer.cpp @@ -0,0 +1,59 @@ +/* + * Copyright (c) 2024 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 "ScatterLayer.h" +#include "tests/validation/Helpers.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace reference +{ + +template <typename T> +SimpleTensor<T> scatter_layer_internal(const SimpleTensor<T> &src, const SimpleTensor<T> &updates, const SimpleTensor<uint32_t> &indices, const TensorShape &out_shape, const ScatterInfo &info) +{ + ARM_COMPUTE_UNUSED(src); + ARM_COMPUTE_UNUSED(updates); + ARM_COMPUTE_UNUSED(indices); + ARM_COMPUTE_UNUSED(info); + // Unimplemented reference. + SimpleTensor<T> dst{ out_shape, src.data_type(), 1 }; + return dst; +} + +template <typename T> +SimpleTensor<T> scatter_layer(const SimpleTensor<T> &src, const SimpleTensor<T> &updates, const SimpleTensor<uint32_t> &indices, const TensorShape &out_shape, const ScatterInfo &info) +{ + return scatter_layer_internal<T>(src, updates, indices, out_shape, info); +} + +template SimpleTensor<float> scatter_layer(const SimpleTensor<float> &src, const SimpleTensor<float> &updates, const SimpleTensor<uint32_t> &indices, const TensorShape &out_shape, const ScatterInfo &info); + +} // namespace reference +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/reference/ScatterLayer.h b/tests/validation/reference/ScatterLayer.h new file mode 100644 index 0000000000..dc441a8894 --- /dev/null +++ b/tests/validation/reference/ScatterLayer.h @@ -0,0 +1,48 @@ +/* + * Copyright (c) 2024 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 ACL_TESTS_VALIDATION_REFERENCE_SCATTERLAYER_H +#define ACL_TESTS_VALIDATION_REFERENCE_SCATTERLAYER_H + +#include "Utils.h" +#include "arm_compute/function_info/ScatterInfo.h" +#include "tests/SimpleTensor.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace reference +{ +template <typename T> +SimpleTensor<T> scatter_layer_internal(const SimpleTensor<T> &src, const SimpleTensor<T> &update, const SimpleTensor<uint32_t> &indices, const TensorShape &shape, const ScatterInfo &info); + +template <typename T> +SimpleTensor<T> scatter_layer(const SimpleTensor<T> &src, const SimpleTensor<T> &update, const SimpleTensor<uint32_t> &indices, const TensorShape &shape, const ScatterInfo &info); +} // namespace reference +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif // ACL_TESTS_VALIDATION_REFERENCE_SCATTERLAYER_H |