From f47bfb97fa8bc928a7860b84b7b227f716f65e58 Mon Sep 17 00:00:00 2001 From: Sanghoon Lee Date: Tue, 23 Jan 2018 15:16:47 +0000 Subject: COMPMID-594: Implement reference and CL/NEON validation for LocallyConnected Change-Id: I01e7abcf3f1b19458128e277044af850ad9fa224 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118610 Reviewed-by: Anthony Barbier Tested-by: Jenkins --- .../validation/fixtures/LocallyConnectedFixture.h | 133 +++++++++++++++++++++ 1 file changed, 133 insertions(+) create mode 100644 tests/validation/fixtures/LocallyConnectedFixture.h (limited to 'tests/validation/fixtures') diff --git a/tests/validation/fixtures/LocallyConnectedFixture.h b/tests/validation/fixtures/LocallyConnectedFixture.h new file mode 100644 index 0000000000..ab9819e56f --- /dev/null +++ b/tests/validation/fixtures/LocallyConnectedFixture.h @@ -0,0 +1,133 @@ +/* + * Copyright (c) 2017-2018 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_LOCALLY_CONNECTED_FIXTURE +#define ARM_COMPUTE_TEST_LOCALLY_CONNECTED_FIXTURE + +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/NEON/NEScheduler.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/LocallyConnected.h" +#include "tests/validation/reference/Utils.h" + +#include + +namespace arm_compute +{ +class NELocallyConnected; + +namespace test +{ +namespace validation +{ +template +class LocallyConnectedValidationFixture : public framework::Fixture +{ +public: + using TBias = typename std::conditional::type, uint8_t>::value, int32_t, T>::type; + +public: + template + void setup(TensorShape input_shape, TensorShape weights_shape, TensorShape bias_shape, TensorShape output_shape, PadStrideInfo info, DataType data_type) + { + _data_type = data_type; + _bias_data_type = data_type; + + _target = compute_target(input_shape, weights_shape, bias_shape, output_shape, info); + _reference = compute_reference(input_shape, weights_shape, bias_shape, output_shape, info); + } + +protected: + template + void fill(U &&tensor, int i) + { + std::uniform_real_distribution<> distribution(-1.0f, 1.0f); + library->fill(tensor, distribution, i); + } + + TensorType compute_target(const TensorShape &input_shape, const TensorShape &weights_shape, const TensorShape &bias_shape, const TensorShape &output_shape, const PadStrideInfo &info) + { + TensorShape reshaped_weights_shape(weights_shape); + + // Create tensors + TensorType src = create_tensor(input_shape, _data_type); + TensorType weights = create_tensor(reshaped_weights_shape, _data_type); + TensorType bias = create_tensor(bias_shape, _bias_data_type); + TensorType dst = create_tensor(output_shape, _data_type); + + // Create and configure function + FunctionType locally_connected; + locally_connected.configure(&src, &weights, &bias, &dst, info); + + // Allocate tensors + src.allocator()->allocate(); + weights.allocator()->allocate(); + bias.allocator()->allocate(); + dst.allocator()->allocate(); + + ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(!weights.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(!bias.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Fill tensors + fill(AccessorType(src), 0); + fill(AccessorType(weights), 1); + fill(AccessorType(bias), 2); + + locally_connected.run(); + + return dst; + } + + SimpleTensor compute_reference(const TensorShape &input_shape, const TensorShape &weights_shape, const TensorShape &bias_shape, const TensorShape &output_shape, const PadStrideInfo &info) + { + // Create reference + SimpleTensor src(input_shape, _data_type); + SimpleTensor weights(weights_shape, _data_type); + SimpleTensor bias(bias_shape, _bias_data_type); + + // Fill reference + fill(src, 0); + fill(weights, 1); + fill(bias, 2); + + return reference::locally_connected(src, weights, bias, output_shape, info); + } + + TensorType _target{}; + SimpleTensor _reference{}; + DataType _data_type{}; + DataType _bias_data_type{}; +}; + +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif /* ARM_COMPUTE_TEST_LOCALLY_CONNECTED_FIXTURE */ -- cgit v1.2.1