From 57a150ac8a0238b29ba08ea0018396adfa3bc1b8 Mon Sep 17 00:00:00 2001 From: Frank Lei Date: Tue, 19 Dec 2017 10:14:57 +0800 Subject: APPBROWSER-341: Add ResizeNearest operator support Change-Id: I1eefcb89b2185514f6eba8f3d0e7b126b20f7d8f Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/113856 Reviewed-by: Joel Liang Tested-by: Jenkins Reviewed-by: Pablo Tello --- arm_compute/core/GLES_COMPUTE/GCKernels.h | 1 + .../core/GLES_COMPUTE/kernels/GCScaleKernel.h | 53 +++++++ arm_compute/runtime/GLES_COMPUTE/GCFunctions.h | 1 + .../runtime/GLES_COMPUTE/functions/GCScale.h | 54 +++++++ src/core/GLES_COMPUTE/GCKernelLibrary.cpp | 5 + src/core/GLES_COMPUTE/cs_shaders/scale.cs | 130 ++++++++++++++++ src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp | 140 +++++++++++++++++ src/runtime/GLES_COMPUTE/functions/GCScale.cpp | 40 +++++ tests/benchmark/GLES_COMPUTE/Scale.cpp | 61 ++++++++ tests/benchmark/fixtures/ScaleLayerFixture.h | 107 +++++++++++++ tests/datasets/ScaleLayerDataset.h | 169 +++++++++++++++++++++ tests/validation/GLES_COMPUTE/Scale.cpp | 143 +++++++++++++++++ 12 files changed, 904 insertions(+) create mode 100644 arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h create mode 100644 arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h create mode 100644 src/core/GLES_COMPUTE/cs_shaders/scale.cs create mode 100644 src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp create mode 100644 src/runtime/GLES_COMPUTE/functions/GCScale.cpp create mode 100644 tests/benchmark/GLES_COMPUTE/Scale.cpp create mode 100644 tests/benchmark/fixtures/ScaleLayerFixture.h create mode 100644 tests/datasets/ScaleLayerDataset.h create mode 100644 tests/validation/GLES_COMPUTE/Scale.cpp diff --git a/arm_compute/core/GLES_COMPUTE/GCKernels.h b/arm_compute/core/GLES_COMPUTE/GCKernels.h index 28f6763c94..7af859ca7e 100644 --- a/arm_compute/core/GLES_COMPUTE/GCKernels.h +++ b/arm_compute/core/GLES_COMPUTE/GCKernels.h @@ -43,6 +43,7 @@ #include "arm_compute/core/GLES_COMPUTE/kernels/GCNormalizePlanarYUVLayerKernel.h" #include "arm_compute/core/GLES_COMPUTE/kernels/GCPixelWiseMultiplicationKernel.h" #include "arm_compute/core/GLES_COMPUTE/kernels/GCPoolingLayerKernel.h" +#include "arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h" #include "arm_compute/core/GLES_COMPUTE/kernels/GCSoftmaxLayerKernel.h" #include "arm_compute/core/GLES_COMPUTE/kernels/GCTransposeKernel.h" diff --git a/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h b/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h new file mode 100644 index 0000000000..3f936f6cb9 --- /dev/null +++ b/arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h @@ -0,0 +1,53 @@ +/* + * Copyright (c) 2016, 2017 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_GCSCALEKERNEL_H__ +#define __ARM_COMPUTE_GCSCALEKERNEL_H__ + +#include "arm_compute/core/GLES_COMPUTE/IGCSimple2DKernel.h" +#include "arm_compute/core/Types.h" + +namespace arm_compute +{ +class IGCTensor; + +/** Interface for the scale kernel */ +class GCScaleKernel : public IGCSimple2DKernel +{ +public: + /** Initialise the kernel's inputs, output and interpolation policy + * + * @param[in] input Source tensor. Data types supported: F16 + * @param[out] output Destination tensor. Data types supported: Same as @p input + * All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane. + * @param[in] policy Interpolation type to use + * @param[in] border_undefined True if the border mode is undefined. False if it's replicate or constant. + * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER + */ + void configure(const IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, bool border_undefined, SamplingPolicy sampling_policy = SamplingPolicy::CENTER); + + // Inherited methods overridden: + BorderSize border_size() const override; +}; +} // namespace arm_compute +#endif /*__ARM_COMPUTE_GCSCALEKERNEL_H__ */ diff --git a/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h b/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h index e05902858d..f05d3c7a97 100644 --- a/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h +++ b/arm_compute/runtime/GLES_COMPUTE/GCFunctions.h @@ -40,6 +40,7 @@ #include "arm_compute/runtime/GLES_COMPUTE/functions/GCNormalizePlanarYUVLayer.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCPixelWiseMultiplication.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCPoolingLayer.h" +#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCSoftmaxLayer.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCTranspose.h" diff --git a/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h b/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h new file mode 100644 index 0000000000..680fa898ba --- /dev/null +++ b/arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h @@ -0,0 +1,54 @@ +/* + * Copyright (c) 2016, 2017 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_GCSCALE_H__ +#define __ARM_COMPUTE_GCSCALE_H__ + +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/GLES_COMPUTE/IGCSimpleFunction.h" + +#include + +namespace arm_compute +{ +class IGCTensor; + +/** Basic function to run @ref GCScaleKernel */ +class GCScale : public IGCSimpleFunction +{ +public: + /** Initialize the function's source, destination, interpolation type and border_mode. + * + * @param[in,out] input Source tensor. Data types supported: F16. (Written to only for @p border_mode != UNDEFINED) + * @param[out] output Destination tensor. Data types supported: Same as @p input + * All but the lowest two dimensions must be the same size as in the input tensor, i.e. scaling is only performed within the XY-plane. + * @param[in] policy The interpolation type. + * @param[in] border_mode Strategy to use for borders. + * @param[in] constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT. + * @param[in] sampling_policy (Optional) Sampling policy used by the interpolation. Defaults to @ref SamplingPolicy::CENTER + */ + void configure(IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value = PixelValue(), + SamplingPolicy sampling_policy = SamplingPolicy::CENTER); +}; +} +#endif /*__ARM_COMPUTE_GCSCALE_H__ */ diff --git a/src/core/GLES_COMPUTE/GCKernelLibrary.cpp b/src/core/GLES_COMPUTE/GCKernelLibrary.cpp index 549c869bfe..dd040e39e2 100644 --- a/src/core/GLES_COMPUTE/GCKernelLibrary.cpp +++ b/src/core/GLES_COMPUTE/GCKernelLibrary.cpp @@ -221,6 +221,7 @@ const std::map GCKernelLibrary::_shader_program_map = { "concatenate_depth", "concatenate.cs" }, { "dropout", "dropout.cs" }, { "normalize_planar_yuv_layer", "normalize_planar_yuv_layer.cs" }, + { "scale_nearest_neighbour", "scale.cs" }, }; const std::map GCKernelLibrary::_program_source_map = @@ -294,6 +295,10 @@ const std::map GCKernelLibrary::_program_source_map = "normalize_planar_yuv_layer.cs", #include "./cs_shaders/normalize_planar_yuv_layer.csembed" }, + { + "scale.cs", +#include "./cs_shaders/scale.csembed" + }, #endif /* EMBEDDED_KERNELS */ }; diff --git a/src/core/GLES_COMPUTE/cs_shaders/scale.cs b/src/core/GLES_COMPUTE/cs_shaders/scale.cs new file mode 100644 index 0000000000..08233abaa2 --- /dev/null +++ b/src/core/GLES_COMPUTE/cs_shaders/scale.cs @@ -0,0 +1,130 @@ +/* + * Copyright (c) 2016, 2017 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. + */ + +layout(local_size_x = LOCAL_SIZE_X, local_size_y = LOCAL_SIZE_Y, local_size_z = LOCAL_SIZE_Z) in; + +#include "helpers_cs.h" + +/** Performs an affine transformation on an image interpolating with the NEAREAST NEIGHBOUR method. Input and output are single channel FP16. + * + * @param[in] src_ptr Pointer to the source tensor. Supported data types: FP16. + * @param[in] src_attrs The attributes of the source tensor + * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: FP16. (Must be the same as the input) + * @param[in] dst_attrs The attributes of the destination tensor + * @param[in] input_width Input image width + * @param[in] input_height Input image height + * @param[in] scale_x The scale factor along x dimension + * @param[in] scale_y The scale factor along y dimension + */ +SHADER_PARAMS_DECLARATION +{ + ImageAttributes src_attrs; + ImageAttributes dst_attrs; + float input_width; + float input_height; + float scale_x; + float scale_y; +}; + +#if defined(DATA_TYPE_FP16) +#if defined(SCALE_NEAREST_GENERIC) +TENSOR_DECLARATION(1, srcBuffer, uint, src_ptr, src_shift, 2, readonly); +TENSOR_DECLARATION(2, dstBuffer, uvec2, dst_ptr, dst_shift, 3, writeonly); + +vec4[2] transform_nearest(vec2 coord, vec2 scale) +{ + vec4 in_x_coords = vec4(coord.x, 1.f + coord.x, 2.f + coord.x, 3.f + coord.x); + + vec4[2] t; + t[0] = (in_x_coords + (vec4(0.5f))) * scale.x; + t[1] = vec4((coord.y + 0.5f) * scale.y); + + return t; +} + +vec4[2] clamp_to_border_with_size(vec4[2] coords, float width, float height, float border_size) +{ + vec4[2] c; + c[0] = clamp(coords[0], 0.0f - border_size, width - 1.f + border_size); + c[1] = clamp(coords[1], 0.0f - border_size, height - 1.f + border_size); + + return c; +} + +void main() +{ + ImageIterator src_iter = CONVERT_TO_IMAGE_ITERATOR_NO_STEP(src_attrs, src_shift); + ImageIterator dst_iter = CONVERT_TO_IMAGE_ITERATOR(dst_attrs, dst_shift); + + vec2 r = vec2(scale_x, scale_y); + vec4[2] tc = clamp_to_border_with_size(transform_nearest(vec2(gl_GlobalInvocationID.x << uint(2), gl_GlobalInvocationID.y), r), input_width, input_height, float(BORDER_SIZE)); + + mediump vec2 s = vec2(0.0f); + mediump vec4 d = vec4(0.0f); + + for(int i = 0; i < 4; i++) + { + uint offset = image_offset_in_bytes(src_iter, int(tc[0][i]), int(tc[1][i])); + + s = LOAD_UNPACK2_HALF(src_ptr, uint(offset >> src_shift)); + + if(offset % uint(4) == uint(0)) + { + d[i] = s.x; + } + else + { + d[i] = s.y; + } + } + + STORE_PACK4_CURRENT_ITEM_HALF(dst_ptr, dst_iter, d); +} +#elif defined(SCALE_NEAREST_8X) /* SCALE_NEAREST_GENERIC */ +TENSOR_DECLARATION(1, srcBuffer, uvec2, src_ptr, src_shift, 3, readonly); +TENSOR_DECLARATION(2, dstBuffer, uvec4, dst_ptr, dst_shift, 4, writeonly); + +void main() +{ + ImageIterator src_iter = CONVERT_TO_IMAGE_ITERATOR_NO_STEP(src_attrs, src_shift); + ImageIterator dst_iter = CONVERT_TO_IMAGE_ITERATOR(dst_attrs, dst_shift); + + uvec2 tc = uvec2(gl_GlobalInvocationID.x << uint(2), gl_GlobalInvocationID.y >> uint(1)); + + mediump vec4 s = vec4(0.0f); + mediump vec4[2] d; + + uint offset = image_offset_in_bytes(src_iter, int(tc[0]), int(tc[1])); + s = LOAD_UNPACK4_HALF(src_ptr, uint(offset >> src_shift)); + + d[0] = vec4(s.x, s.x, s.y, s.y); + d[1] = vec4(s.z, s.z, s.w, s.w); + + STORE_PACK8_CURRENT_ITEM_HALF(dst_ptr, dst_iter, d); +} +#endif /* SCALE_NEAREST_GENERIC */ + +#else /* DATA_TYPE_FP16 */ +#error Data type not supported +#endif /* DATA_TYPE_FP16 */ diff --git a/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp b/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp new file mode 100644 index 0000000000..7461c544da --- /dev/null +++ b/src/core/GLES_COMPUTE/kernels/GCScaleKernel.cpp @@ -0,0 +1,140 @@ +/* + * Copyright (c) 2016, 2017 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/GLES_COMPUTE/kernels/GCScaleKernel.h" + +#include "arm_compute/core/AccessWindowStatic.h" +#include "arm_compute/core/Error.h" +#include "arm_compute/core/GLES_COMPUTE/GCHelpers.h" +#include "arm_compute/core/GLES_COMPUTE/GCKernelLibrary.h" +#include "arm_compute/core/GLES_COMPUTE/IGCKernel.h" +#include "arm_compute/core/GLES_COMPUTE/IGCTensor.h" +#include "arm_compute/core/GLES_COMPUTE/OpenGLES.h" +#include "arm_compute/core/Helpers.h" +#include "arm_compute/core/TensorInfo.h" +#include "arm_compute/core/Validate.h" + +#include +#include + +using namespace arm_compute; + +BorderSize GCScaleKernel::border_size() const +{ + return BorderSize(1); +} + +void GCScaleKernel::configure(const IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, bool border_undefined, SamplingPolicy sampling_policy) +{ + ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16); + ARM_COMPUTE_ERROR_ON_NULLPTR(output); + ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); + ARM_COMPUTE_ERROR_ON(output == input); + ARM_COMPUTE_ERROR_ON(policy != InterpolationPolicy::NEAREST_NEIGHBOR); + ARM_COMPUTE_UNUSED(sampling_policy); + + _input = input; + _output = output; + + // Compute the ratio between source width/height and destination width/height + const auto wr = static_cast(input->info()->dimension(0)) / static_cast(output->info()->dimension(0)); + const auto hr = static_cast(input->info()->dimension(1)) / static_cast(output->info()->dimension(1)); + + // Compute actual border size + BorderSize border = border_undefined ? BorderSize(0) : border_size(); + + // Area interpolation behaves as Nearest Neighbour in case of up-sampling + if(policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f) + { + policy = InterpolationPolicy::NEAREST_NEIGHBOR; + } + else + { + ARM_COMPUTE_ERROR_ON(policy == InterpolationPolicy::AREA); + } + + // Create kernel + std::set build_opts; + build_opts.emplace("#define LOCAL_SIZE_X " + support::cpp11::to_string(1)); + build_opts.emplace("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1)); + build_opts.emplace("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1)); + + build_opts.emplace("#define DATA_TYPE_FP16"); + build_opts.emplace("#define BORDER_SIZE " + support::cpp11::to_string(border.right)); + + // Configure kernel window + unsigned int num_elems_processed_per_iteration = 4; + unsigned int input_width_alignment = 2; + + // performance optimization for 2x upscaling with no border + if((fabs(wr - 0.5) < 1e-6) && (fabs(hr - 0.5) < 1e-6) && border_undefined) + { + num_elems_processed_per_iteration = 8; + input_width_alignment = 4; + build_opts.emplace("#define SCALE_NEAREST_8X"); + } + else + { + build_opts.emplace("#define SCALE_NEAREST_GENERIC"); + } + + std::string interpolation_name = string_from_interpolation_policy(policy); // NOLINT + std::transform(interpolation_name.begin(), interpolation_name.end(), interpolation_name.begin(), ::tolower); + std::string kernel_name = "scale_" + interpolation_name; + _kernel = GCKernelLibrary::get().create_kernel(kernel_name, build_opts); + + Window win = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration)); + + const ValidRegion &input_valid_region = input->info()->valid_region(); + + const int total_width = border.left + input_valid_region.anchor[0] + input_valid_region.shape[0] + border.right; + const int padding_right = ceil_to_multiple(total_width, input_width_alignment) - border.left - input_valid_region.anchor[0] - input_valid_region.shape[0]; + + // Reads can occur within the valid region of the input + AccessWindowStatic input_access(input->info(), + input_valid_region.anchor[0] - border.left, input_valid_region.anchor[1] - border.top, + input_valid_region.anchor[0] + input_valid_region.shape[0] + padding_right, + input_valid_region.anchor[1] + input_valid_region.shape[1] + border.bottom); + + AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration); + + update_window_and_padding(win, input_access, output_access); + + output_access.set_valid_region(win, calculate_valid_region_scale(*(input->info()), + output->info()->tensor_shape(), + policy, + border, + border_undefined)); + + IGCKernel::configure(win); + + // Set static kernel arguments + const float scale_x = static_cast(input->info()->dimension(0)) / output->info()->dimension(0); + const float scale_y = static_cast(input->info()->dimension(1)) / output->info()->dimension(1); + + unsigned int idx = 2 * num_arguments_per_2D_tensor(); //Skip the tensor parameters + _kernel.set_argument(idx++, static_cast(input->info()->dimension(0))); + _kernel.set_argument(idx++, static_cast(input->info()->dimension(1))); + _kernel.set_argument(idx++, scale_x); + _kernel.set_argument(idx++, scale_y); +} diff --git a/src/runtime/GLES_COMPUTE/functions/GCScale.cpp b/src/runtime/GLES_COMPUTE/functions/GCScale.cpp new file mode 100644 index 0000000000..cfe65a30d4 --- /dev/null +++ b/src/runtime/GLES_COMPUTE/functions/GCScale.cpp @@ -0,0 +1,40 @@ +/* + * Copyright (c) 2016, 2017 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/GLES_COMPUTE/functions/GCScale.h" + +#include "arm_compute/core/Error.h" +#include "arm_compute/core/GLES_COMPUTE/IGCTensor.h" +#include "arm_compute/core/GLES_COMPUTE/kernels/GCScaleKernel.h" +#include "arm_compute/core/Validate.h" +#include "support/ToolchainSupport.h" + +using namespace arm_compute; + +void GCScale::configure(IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, SamplingPolicy sampling_policy) +{ + auto k = arm_compute::support::cpp14::make_unique(); + k->configure(input, output, policy, border_mode == BorderMode::UNDEFINED, sampling_policy); + _kernel = std::move(k); + _border_handler.configure(input, _kernel->border_size(), border_mode, constant_border_value); +} diff --git a/tests/benchmark/GLES_COMPUTE/Scale.cpp b/tests/benchmark/GLES_COMPUTE/Scale.cpp new file mode 100644 index 0000000000..12f3151fd9 --- /dev/null +++ b/tests/benchmark/GLES_COMPUTE/Scale.cpp @@ -0,0 +1,61 @@ +/* + * Copyright (c) 2017 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/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/GLES_COMPUTE/GCTensor.h" +#include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h" +#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h" +#include "tests/GLES_COMPUTE/GCAccessor.h" +#include "tests/benchmark/fixtures/ScaleLayerFixture.h" +#include "tests/datasets/ScaleLayerDataset.h" +#include "tests/framework/Macros.h" +#include "tests/framework/datasets/Datasets.h" +#include "utils/TypePrinter.h" + +namespace arm_compute +{ +namespace test +{ +namespace +{ +const auto data_types = framework::dataset::make("DataType", { DataType::F16 }); +} // namespace + +template +using GCScaleLayerFixture = ScaleLayerFixture; + +TEST_SUITE(GC) + +REGISTER_FIXTURE_DATA_TEST_CASE(SmallScaleLayer, GCScaleLayerFixture, framework::DatasetMode::ALL, + framework::dataset::combine(datasets::SmallScaleLayerShapes(), data_types)); + +TEST_SUITE(NIGHTLY) + +REGISTER_FIXTURE_DATA_TEST_CASE(LargeScaleLayer, GCScaleLayerFixture, framework::DatasetMode::NIGHTLY, + framework::dataset::combine(datasets::LargeScaleLayerShapes(), data_types)); + +TEST_SUITE_END() +TEST_SUITE_END() +} // namespace test +} // namespace arm_compute diff --git a/tests/benchmark/fixtures/ScaleLayerFixture.h b/tests/benchmark/fixtures/ScaleLayerFixture.h new file mode 100644 index 0000000000..94cc678b7f --- /dev/null +++ b/tests/benchmark/fixtures/ScaleLayerFixture.h @@ -0,0 +1,107 @@ +/* + * Copyright (c) 2017 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_SCALELAYERFIXTURE +#define ARM_COMPUTE_TEST_SCALELAYERFIXTURE + +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "tests/Globals.h" +#include "tests/Utils.h" +#include "tests/framework/Asserts.h" +#include "tests/framework/Fixture.h" + +#ifdef ARM_COMPUTE_GC +#include "arm_compute/runtime/GLES_COMPUTE/GCScheduler.h" +#include "tests/GLES_COMPUTE/Helper.h" + +using namespace arm_compute::test::gles_compute; +#endif /* ARM_COMPUTE_GC */ + +namespace arm_compute +{ +namespace test +{ +/** Fixture that can be used for NEON, CL and OpenGL ES */ +template +class ScaleLayerFixture : public framework::Fixture +{ +public: + template + void setup(TensorShape shape, InterpolationPolicy policy, BorderMode border_mode, SamplingPolicy sampling_policy, float sx, float sy, DataType data_type) + { + constexpr float max_width = 8192.0f; + constexpr float max_height = 6384.0f; + + std::mt19937 generator(library->seed()); + + float scale_x = ((shape.x() * sx) > max_width) ? (max_width / shape.x()) : sx; + float scale_y = ((shape.y() * sy) > max_height) ? (max_height / shape.y()) : sy; + + std::uniform_int_distribution distribution_u8(0, 255); + T constant_border_value = static_cast(distribution_u8(generator)); + + // Create tensors + src = create_tensor(shape, data_type); + TensorShape shape_scaled(shape); + shape_scaled.set(0, shape[0] * scale_x); + shape_scaled.set(1, shape[1] * scale_y); + dst = create_tensor(shape_scaled, data_type); + + scale_layer.configure(&src, &dst, policy, border_mode, constant_border_value, sampling_policy); + + ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Allocate tensors + src.allocator()->allocate(); + dst.allocator()->allocate(); + + library->fill_tensor_uniform(Accessor(src), 0); + } + + void run() + { + scale_layer.run(); +#ifdef ARM_COMPUTE_GC + if(opengles31_is_available() && std::is_same::type, arm_compute::GCTensor>::value) + { + force_sync_tensor(dst); + } +#endif /* ARM_COMPUTE_GC */ + } + + void teardown() + { + src.allocator()->free(); + dst.allocator()->free(); + } + +private: + TensorType src{}; + TensorType dst{}; + Function scale_layer{}; +}; +} // namespace test +} // namespace arm_compute +#endif /* ARM_COMPUTE_TEST_SCALELAYERFIXTURE */ diff --git a/tests/datasets/ScaleLayerDataset.h b/tests/datasets/ScaleLayerDataset.h new file mode 100644 index 0000000000..8b5fbbe025 --- /dev/null +++ b/tests/datasets/ScaleLayerDataset.h @@ -0,0 +1,169 @@ +/* + * Copyright (c) 2017 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_SCALE_LAYER_DATASET +#define ARM_COMPUTE_TEST_SCALE_LAYER_DATASET + +#include "utils/TypePrinter.h" + +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" + +namespace arm_compute +{ +namespace test +{ +namespace datasets +{ +class ScaleLayerDataset +{ +public: + using type = std::tuple; + + struct iterator + { + iterator(std::vector::const_iterator src_it, + std::vector::const_iterator policy_it, + std::vector::const_iterator border_mode_it, + std::vector::const_iterator sampling_policy_it, + std::vector::const_iterator scale_x_it, + std::vector::const_iterator scale_y_it) + : _src_it{ std::move(src_it) }, + _policy_it{ std::move(policy_it) }, + _border_mode_it{ std::move(border_mode_it) }, + _sampling_policy_it{ std::move(sampling_policy_it) }, + _scale_x_it{ std::move(scale_x_it) }, + _scale_y_it{ std::move(scale_y_it) } + { + } + + std::string description() const + { + std::stringstream description; + description << "In=" << *_src_it << ":"; + description << "InterpolationPolicy=" << *_policy_it << ":"; + description << "BorderMode=" << *_border_mode_it << ":"; + description << "SamplingPolicy=" << *_sampling_policy_it << ":"; + description << "Scale_x=" << *_scale_x_it << ":"; + description << "Scale_y=" << *_scale_y_it; + return description.str(); + } + + ScaleLayerDataset::type operator*() const + { + return std::make_tuple(*_src_it, *_policy_it, *_border_mode_it, *_sampling_policy_it, *_scale_x_it, *_scale_y_it); + } + + iterator &operator++() + { + ++_src_it; + ++_policy_it; + ++_border_mode_it; + ++_sampling_policy_it; + ++_scale_x_it; + ++_scale_y_it; + + return *this; + } + + private: + std::vector::const_iterator _src_it; + std::vector::const_iterator _policy_it; + std::vector::const_iterator _border_mode_it; + std::vector::const_iterator _sampling_policy_it; + std::vector::const_iterator _scale_x_it; + std::vector::const_iterator _scale_y_it; + }; + + iterator begin() const + { + return iterator(_src_shapes.begin(), _policy.begin(), _border_mode.begin(), _sampling_policy.begin(), _scale_x.begin(), _scale_y.begin()); + } + + int size() const + { + return std::min(_src_shapes.size(), std::min(_policy.size(), std::min(_border_mode.size(), std::min(_sampling_policy.size(), std::min(_scale_x.size(), _scale_y.size()))))); + } + + void add_config(TensorShape src, InterpolationPolicy policy, BorderMode border_mode, SamplingPolicy sampling_policy, float scale_x, float scale_y) + { + _src_shapes.emplace_back(std::move(src)); + _policy.emplace_back(std::move(policy)); + _border_mode.emplace_back(std::move(border_mode)); + _sampling_policy.emplace_back(std::move(sampling_policy)); + _scale_x.emplace_back(std::move(scale_x)); + _scale_y.emplace_back(std::move(scale_y)); + } + +protected: + ScaleLayerDataset() = default; + ScaleLayerDataset(ScaleLayerDataset &&) = default; + +private: + std::vector _src_shapes{}; + std::vector _policy{}; + std::vector _border_mode{}; + std::vector _sampling_policy{}; + std::vector _scale_x{}; + std::vector _scale_y{}; +}; + +/** Data set containing small scale layer shapes. */ +class SmallScaleLayerShapes final : public ScaleLayerDataset +{ +public: + SmallScaleLayerShapes() + { + add_config(TensorShape(128U, 64U, 1U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 5, 5); + add_config(TensorShape(9U, 9U, 3U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 7, 7); + add_config(TensorShape(27U, 13U, 2U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 9, 9); + } +}; + +/** Data set containing large scale layer shapes. */ +class LargeScaleLayerShapes final : public ScaleLayerDataset +{ +public: + LargeScaleLayerShapes() + { + add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5); + add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5); + add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5); + add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 0.5, 0.5); + + add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2); + add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2); + add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2); + add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 2, 2); + + add_config(TensorShape(1920U, 1080U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3); + add_config(TensorShape(640U, 480U, 2U, 3U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3); + add_config(TensorShape(4160U, 3120U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3); + add_config(TensorShape(800U, 600U, 1U, 4U), InterpolationPolicy::NEAREST_NEIGHBOR, BorderMode::UNDEFINED, SamplingPolicy::CENTER, 3, 3); + } +}; + +} // namespace datasets +} // namespace test +} // namespace arm_compute +#endif /* ARM_COMPUTE_TEST_SCALE_LAYER_DATASET */ diff --git a/tests/validation/GLES_COMPUTE/Scale.cpp b/tests/validation/GLES_COMPUTE/Scale.cpp new file mode 100644 index 0000000000..92c4a898b9 --- /dev/null +++ b/tests/validation/GLES_COMPUTE/Scale.cpp @@ -0,0 +1,143 @@ +/* + * Copyright (c) 2017 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/Helpers.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/runtime/GLES_COMPUTE/functions/GCScale.h" +#include "arm_compute/runtime/Tensor.h" +#include "arm_compute/runtime/TensorAllocator.h" +#include "tests/GLES_COMPUTE/GCAccessor.h" +#include "tests/PaddingCalculator.h" +#include "tests/datasets/BorderModeDataset.h" +#include "tests/datasets/SamplingPolicyDataset.h" +#include "tests/datasets/ShapeDatasets.h" +#include "tests/framework/Asserts.h" +#include "tests/framework/Macros.h" +#include "tests/framework/datasets/Datasets.h" +#include "tests/validation/Helpers.h" +#include "tests/validation/Validation.h" +#include "tests/validation/fixtures/ScaleFixture.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +/** CNN data types */ +const auto ScaleDataTypes = framework::dataset::make("DataType", +{ + DataType::F16, +}); + +/** Tolerance */ +RelativeTolerance tolerance_f16(half(0.1)); +} // namespace + +TEST_SUITE(GC) +TEST_SUITE(Scale) + +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(concat(datasets::MediumShapes(), datasets::LargeShapes()), ScaleDataTypes), + framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })), + datasets::BorderModes()), + datasets::SamplingPolicies()), + shape, data_type, policy, border_mode, sampling_policy) +{ + std::mt19937 generator(library->seed()); + std::uniform_real_distribution distribution_float(0.25, 2); + const float scale_x = distribution_float(generator); + const float scale_y = distribution_float(generator); + std::uniform_int_distribution distribution_u8(0, 255); + uint8_t constant_border_value = distribution_u8(generator); + + // Create tensors + GCTensor src = create_tensor(shape, data_type); + TensorShape shape_scaled(shape); + shape_scaled.set(0, shape[0] * scale_x); + shape_scaled.set(1, shape[1] * scale_y); + GCTensor dst = create_tensor(shape_scaled, data_type); + + ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Create and configure function + GCScale gcscale; + gcscale.configure(&src, &dst, policy, border_mode, constant_border_value, sampling_policy); + + // Get border size depending on border mode + const BorderSize border_size(border_mode == BorderMode::UNDEFINED ? 0 : 1); + + // Validate valid region + const ValidRegion dst_valid_region = calculate_valid_region_scale(*(src.info()), shape_scaled, policy, border_size, (border_mode == BorderMode::UNDEFINED)); + validate(dst.info()->valid_region(), dst_valid_region); + + // Validate padding + PaddingCalculator calculator(shape_scaled.x(), 4); + calculator.set_border_mode(border_mode); + + //const PaddingSize read_padding(border_size); + const PaddingSize write_padding = calculator.required_padding(PaddingCalculator::Option::EXCLUDE_BORDER); + //validate(src.info()->padding(), read_padding); + validate(dst.info()->padding(), write_padding); +} + +template +using GCScaleFixture = ScaleValidationFixture; + +TEST_SUITE(Float) +TEST_SUITE(FP16) +FIXTURE_DATA_TEST_CASE(RunSmall, GCScaleFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)), + framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })), + datasets::BorderModes()), + datasets::SamplingPolicies())) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, BorderSize(1), (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(GCAccessor(_target), _reference, valid_region, tolerance_f16); +} +FIXTURE_DATA_TEST_CASE(RunLarge, GCScaleFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", + DataType::F16)), + framework::dataset::make("InterpolationPolicy", { InterpolationPolicy::NEAREST_NEIGHBOR })), + datasets::BorderModes()), + datasets::SamplingPolicies())) +{ + //Create valid region + TensorInfo src_info(_shape, 1, _data_type); + const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, BorderSize(1), (_border_mode == BorderMode::UNDEFINED)); + + // Validate output + validate(GCAccessor(_target), _reference, valid_region, tolerance_f16); +} +TEST_SUITE_END() +TEST_SUITE_END() + +TEST_SUITE_END() +TEST_SUITE_END() +} // namespace validation +} // namespace test +} // namespace arm_compute -- cgit v1.2.1