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Diffstat (limited to 'tests/validation/fixtures/ScatterLayerFixture.h')
| -rw-r--r-- | tests/validation/fixtures/ScatterLayerFixture.h | 153 |
1 files changed, 153 insertions, 0 deletions
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 |