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authorManuel Bottini <manuel.bottini@arm.com>2021-02-19 18:16:44 +0000
committerManuel Bottini <manuel.bottini@arm.com>2021-03-12 16:17:06 +0000
commit3b131ab38fa337af7818d78200b0e7bdf89c5e69 (patch)
treebe9779c5647f712c5032c9aa32e8cbbb2e2d06bc /src/core/CL/kernels
parent9e73c93bbd49fdd648d8f8cb77df46e7bbc9526d (diff)
downloadComputeLibrary-3b131ab38fa337af7818d78200b0e7bdf89c5e69.tar.gz
Port OpenCL Scale to new API
Partially resolves: COMPMID-4190 Change-Id: I680dd80fcbe4e7568511792c60a725b2646fa6ff Signed-off-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5197 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: TeresaARM <teresa.charlinreyes@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/kernels')
-rw-r--r--src/core/CL/kernels/CLScaleKernel.cpp286
-rw-r--r--src/core/CL/kernels/CLScaleKernel.h93
2 files changed, 0 insertions, 379 deletions
diff --git a/src/core/CL/kernels/CLScaleKernel.cpp b/src/core/CL/kernels/CLScaleKernel.cpp
deleted file mode 100644
index c2c78c8f6d..0000000000
--- a/src/core/CL/kernels/CLScaleKernel.cpp
+++ /dev/null
@@ -1,286 +0,0 @@
-/*
- * Copyright (c) 2016-2021 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 "src/core/CL/kernels/CLScaleKernel.h"
-
-#include "arm_compute/core/CL/CLHelpers.h"
-#include "arm_compute/core/CL/CLKernelLibrary.h"
-#include "arm_compute/core/CL/ICLTensor.h"
-#include "arm_compute/core/CL/OpenCL.h"
-#include "arm_compute/core/Error.h"
-#include "arm_compute/core/Helpers.h"
-#include "arm_compute/core/TensorInfo.h"
-#include "src/core/AccessWindowStatic.h"
-#include "src/core/CL/CLValidate.h"
-#include "src/core/CL/ICLKernel.h"
-#include "src/core/helpers/WindowHelpers.h"
-#include "support/StringSupport.h"
-
-#include "src/core/utils/ScaleUtils.h"
-
-#include <set>
-#include <string>
-
-namespace arm_compute
-{
-namespace
-{
-inline std::pair<float, float> calculate_scale_factors(const ITensorInfo &input, const ITensorInfo &output, const ScaleKernelInfo &info)
-{
- const DataLayout data_layout = info.data_layout == DataLayout::UNKNOWN ? input.data_layout() : info.data_layout;
- const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
- const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT);
-
- // Compute the ratio between source width/height and destination width/height
- const unsigned int input_width = input.dimension(idx_width);
- const unsigned int input_height = input.dimension(idx_height);
- const unsigned int output_width = output.dimension(idx_width);
- const unsigned int output_height = output.dimension(idx_height);
-
- float wr = arm_compute::scale_utils::calculate_resize_ratio(input_width, output_width, info.align_corners);
- float hr = arm_compute::scale_utils::calculate_resize_ratio(input_height, output_height, info.align_corners);
-
- return std::make_pair(wr, hr);
-}
-
-Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const ScaleKernelInfo &info)
-{
- ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input);
- ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::QASYMM8, DataType::QASYMM8_SIGNED, DataType::U8, DataType::S16, DataType::F16, DataType::F32);
- ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(output);
- ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
- ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output);
- ARM_COMPUTE_RETURN_ERROR_ON(output == input);
- ARM_COMPUTE_RETURN_ERROR_ON(info.align_corners && !arm_compute::scale_utils::is_align_corners_allowed_sampling_policy(info.sampling_policy));
-
- float wr = 0.f;
- float hr = 0.f;
- std::tie(wr, hr) = calculate_scale_factors(*input, *output, info);
-
- ARM_COMPUTE_RETURN_ERROR_ON(info.interpolation_policy == InterpolationPolicy::AREA && (wr > 1.f || hr > 1.f));
-
- return Status{};
-}
-
-std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const ScaleKernelInfo &info, BorderSize &border)
-{
- Window win{};
- bool window_changed{};
- unsigned int num_elems_processed_per_iteration = 0;
- const DataLayout data_layout = info.data_layout == DataLayout::UNKNOWN ? input->data_layout() : info.data_layout;
-
- switch(data_layout)
- {
- case DataLayout::NCHW:
- {
- if(info.border_mode == BorderMode::UNDEFINED)
- {
- border = BorderSize(0);
- }
-
- num_elems_processed_per_iteration = 4;
- // Configure kernel window
- win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration));
- AccessWindowStatic input_access(input,
- -border.left, -border.top,
- input->dimension(0) + border.right,
- input->dimension(1) + border.bottom);
- AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration);
-
- output_access.set_valid_region(win, calculate_valid_region_scale(*(input),
- output->tensor_shape(),
- info.interpolation_policy,
- info.sampling_policy,
- info.border_mode == BorderMode::UNDEFINED));
-
- window_changed = update_window_and_padding(win, input_access, output_access);
- }
- break;
- case DataLayout::NHWC:
- {
- // Configure kernel window
- win = calculate_max_window(*output, Steps());
- }
- break;
- default:
- ARM_COMPUTE_ERROR("Data layout not supported");
- }
-
- Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
- return std::make_pair(err, win);
-}
-} // namespace
-
-BorderSize CLScaleKernel::border_size() const
-{
- return BorderSize(static_cast<size_t>(_data_layout == DataLayout::NCHW));
-}
-
-Status CLScaleKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const ScaleKernelInfo &info)
-{
- ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, info));
- const DataLayout data_layout = info.data_layout == DataLayout::UNKNOWN ? input->data_layout() : info.data_layout;
- BorderSize border = BorderSize(static_cast<size_t>(data_layout == DataLayout::NCHW));
- ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), info, border).first);
-
- return Status{};
-}
-
-const ICLTensor *CLScaleKernel::input() const
-{
- return _input;
-}
-
-const ICLTensor *CLScaleKernel::output() const
-{
- return _output;
-}
-
-void CLScaleKernel::configure(const ICLTensor *input, ICLTensor *output, const ScaleKernelInfo &info)
-{
- configure(CLKernelLibrary::get().get_compile_context(), input, output, info);
-}
-
-void CLScaleKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const ScaleKernelInfo &info)
-{
- ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), info));
- auto padding_info = get_padding_info({ input, output });
-
- _input = input;
- _output = output;
- _interpolation_policy = info.interpolation_policy;
- _data_layout = info.data_layout == DataLayout::UNKNOWN ? input->info()->data_layout() : info.data_layout;
- _align_corners = info.align_corners;
-
- float wr = 0.f;
- float hr = 0.f;
- std::tie(wr, hr) = calculate_scale_factors(*input->info(), *output->info(), info);
-
- const bool call_quantized_kernel = is_data_type_quantized_asymmetric(input->info()->data_type()) && _interpolation_policy == InterpolationPolicy::BILINEAR;
-
- const int idx_width = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH);
- const int idx_height = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::HEIGHT);
- const bool is_nhwc = _data_layout == DataLayout::NHWC;
-
- // Compute actual border size
- BorderSize border = border_size();
-
- auto interpolation_policy_to_use = _interpolation_policy;
- // Area interpolation behaves as Nearest Neighbour in case of up-sampling
- if(_interpolation_policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f)
- {
- interpolation_policy_to_use = InterpolationPolicy::NEAREST_NEIGHBOR;
- }
-
- // Configure kernel window
- auto win_config = validate_and_configure_window(input->info(), output->info(), info, border);
- ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
- ICLKernel::configure_internal(win_config.second);
-
- // Create kernel
- CLBuildOptions build_opts;
- build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()));
- build_opts.add_option("-DCONSTANT_VALUE=" + string_from_pixel_value(info.constant_border_value, input->info()->data_type()));
- build_opts.add_option("-DBORDER_SIZE=" + support::cpp11::to_string(border.right));
- build_opts.add_option_if(info.border_mode == BorderMode::REPLICATE, "-DBORDER_MODE_REPLICATE");
- build_opts.add_option_if(is_nhwc, "-DDEPTH_OUT=" + support::cpp11::to_string(output->info()->dimension(2)));
- build_opts.add_option_if_else(info.sampling_policy == SamplingPolicy::CENTER, "-DSAMPLING_POLICY_CENTER", "-DSAMPLING_POLICY_TOP_LEFT");
- build_opts.add_option_if(_align_corners, "-DALIGN_CORNERS");
- if(call_quantized_kernel)
- {
- const UniformQuantizationInfo qinfo = input->info()->quantization_info().uniform();
- build_opts.add_option("-DSCALE=" + support::cpp11::to_string(qinfo.scale));
- build_opts.add_option("-DOFFSET=" + support::cpp11::to_string(qinfo.offset));
- }
- std::string interpolation_name = string_from_interpolation_policy(interpolation_policy_to_use);
- std::transform(interpolation_name.begin(), interpolation_name.end(), interpolation_name.begin(), ::tolower);
- std::string kernel_name = "scale_" + interpolation_name;
- kernel_name += call_quantized_kernel ? "_quantized_" : "_";
- kernel_name += lower_string(string_from_data_layout(_data_layout));
- _kernel = create_kernel(compile_context, kernel_name, build_opts.options());
-
- unsigned int idx = is_nhwc ? 2 * num_arguments_per_4D_tensor() : 2 * num_arguments_per_2D_tensor(); //Skip the input and output parameters
-
- const unsigned int input_width = input->info()->dimension(idx_width);
- const unsigned int input_height = input->info()->dimension(idx_height);
-
- _kernel.setArg<float>(idx++, input_width);
- _kernel.setArg<float>(idx++, input_height);
- _kernel.setArg<float>(idx++, wr);
- _kernel.setArg<float>(idx++, hr);
-
- // Set config_id for enabling LWS tuning
- _config_id = "scale_";
- _config_id += (info.border_mode == BorderMode::REPLICATE ? "Bord_rep" : "");
- _config_id += (info.sampling_policy == SamplingPolicy::CENTER ? "center" : "topleft");
- _config_id += (is_nhwc ? "nhwc" : "nchw");
- _config_id += "_";
- _config_id += support::cpp11::to_string(output->info()->dimension(0));
- _config_id += "_";
- _config_id += support::cpp11::to_string(output->info()->dimension(1));
- _config_id += "_";
- _config_id += support::cpp11::to_string(output->info()->dimension(2));
- _config_id += "_";
- _config_id += support::cpp11::to_string(output->info()->dimension(3));
- if(is_nhwc)
- {
- ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info));
- }
-}
-
-void CLScaleKernel::run(const Window &window, cl::CommandQueue &queue)
-{
- ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
- ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
- switch(_data_layout)
- {
- case DataLayout::NCHW:
- {
- Window slice = window.first_slice_window_2D();
-
- do
- {
- unsigned int idx = 0;
- add_2D_tensor_argument(idx, _input, slice);
- add_2D_tensor_argument(idx, _output, slice);
- enqueue(queue, *this, slice, lws_hint());
- }
- while(window.slide_window_slice_2D(slice));
- break;
- }
- case DataLayout::NHWC:
- {
- Window collapsed = window.collapse(ICLKernel::window(), Window::DimZ);
- Window slice = collapsed.first_slice_window_4D();
-
- unsigned int idx = 0;
- add_4D_tensor_argument(idx, _input, slice);
- add_4D_tensor_argument(idx, _output, slice);
- enqueue(queue, *this, slice, lws_hint());
- break;
- }
- default:
- ARM_COMPUTE_ERROR("Data layout not supported");
- }
-}
-} // namespace arm_compute
diff --git a/src/core/CL/kernels/CLScaleKernel.h b/src/core/CL/kernels/CLScaleKernel.h
deleted file mode 100644
index a72e3938d9..0000000000
--- a/src/core/CL/kernels/CLScaleKernel.h
+++ /dev/null
@@ -1,93 +0,0 @@
-/*
- * Copyright (c) 2016-2020 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_CLSCALEKERNEL_H
-#define ARM_COMPUTE_CLSCALEKERNEL_H
-
-#include "arm_compute/core/KernelDescriptors.h"
-#include "src/core/CL/ICLSimple2DKernel.h"
-
-namespace arm_compute
-{
-class ICLTensor;
-
-/** Interface for the scale kernel */
-class CLScaleKernel : public ICLSimple2DKernel
-{
-public:
- /** Initialise the kernel's inputs, output and interpolation policy
- *
- * @param[in] input Source tensor. Data types supported: U8/QASYMM8/QASYMM8_SIGNED/S16/F16/F32
- * @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] info @ref ScaleKernelInfo Kernel descriptor to be used to configure.
- */
- void configure(const ICLTensor *input, ICLTensor *output, const ScaleKernelInfo &info);
- /** Initialise the kernel's inputs, output and interpolation policy
- *
- * @param[in] compile_context The compile context to be used.
- * @param[in] input Source tensor. Data types supported: U8/QASYMM8/QASYMM8_SIGNED/S16/F16/F32
- * @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] info @ref ScaleKernelInfo Kernel descriptor to be used to configure.
- */
- void configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const ScaleKernelInfo &info);
-
- /** Static function to check if given info will lead to a valid configuration of @ref CLScaleKernel
- *
- * @param[in] input Source tensor info. Data types supported: U8/QASYMM8/QASYMM8_SIGNED/S16/F16/F32
- * @param[in] output Destination tensor info. 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] info @ref ScaleKernelInfo Kernel descriptor to be used to validate
- *
- * @return a status
- */
- static Status validate(const ITensorInfo *input, const ITensorInfo *output, const ScaleKernelInfo &info);
- /** Input tensor accessor.
- *
- * @return Pointer to input tensor.
- */
- const ICLTensor *input() const;
- /** Output tensor accessor.
- *
- * @return Pointer to output tensor.
- */
- const ICLTensor *output() const;
-
- // Inherited methods overridden:
- BorderSize border_size() const override;
- void run(const Window &window, cl::CommandQueue &queue) override;
-
- // Getter for interpolation policy
- InterpolationPolicy get_interpolation_policy() const
- {
- return _interpolation_policy;
- }
-
-private:
- InterpolationPolicy _interpolation_policy = InterpolationPolicy::BILINEAR;
- DataLayout _data_layout = DataLayout::UNKNOWN;
- bool _align_corners = false;
-};
-} // namespace arm_compute
-#endif /*ARM_COMPUTE_CLSCALEKERNEL_H */