diff options
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp')
-rw-r--r-- | src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp | 195 |
1 files changed, 195 insertions, 0 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp new file mode 100644 index 0000000000..8e794c88b2 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/operators/GpuResize.cpp @@ -0,0 +1,195 @@ +/* + * Copyright (c) 2022-2024 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/dynamic_fusion/sketch/gpu/operators/GpuResize.h" + +#include "arm_compute/core/Error.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" + +#include "src/common/utils/Log.h" +#include "src/core/helpers/AutoConfiguration.h" +#include "src/dynamic_fusion/sketch/ArgumentPack.h" +#include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentResize.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +namespace +{ +void calculate_and_init_dst_if_empty(ITensorInfo *dst, const ITensorInfo *src, const ResizeAttributes &attributes) +{ + if (dst->total_size() == 0U) + { + TensorShape out_shape = src->tensor_shape(); + + out_shape.set(1, attributes.output_width()); + out_shape.set(2, attributes.output_height()); + + auto_init_if_empty(*dst, src->clone()->set_tensor_shape(out_shape)); + } +} + +Status is_supported_op_helper(const GpuWorkloadContext &context, + const ITensorInfo *src, + const ITensorInfo *dst, + const ResizeAttributes &attributes) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src); + TensorInfo dst_info_to_validate; + const ITensorInfo *dst_info_to_validate_ptr = &dst_info_to_validate; + + if (dst != nullptr) + { + dst_info_to_validate_ptr = dst; + } + + calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes); + + // Check support level + // Data type + ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32); + // Data layout + ARM_COMPUTE_RETURN_ERROR_ON_DATA_LAYOUT_NOT_IN(src, DataLayout::NHWC); + // Interpolation policy + ARM_COMPUTE_RETURN_ERROR_ON_MSG(attributes.interpolation_policy() != InterpolationPolicy::NEAREST_NEIGHBOR && + attributes.interpolation_policy() != InterpolationPolicy::BILINEAR, + "Interpolation policy must be NEAREST_NEIGHBOR or BILINEAR"); + + // Check components + if (context.gpu_language() == GpuLanguage::OpenCL) + { + const auto cl_compile_ctx = context.cl_compile_context(); + ARM_COMPUTE_RETURN_ERROR_ON(cl_compile_ctx == nullptr); + + // Validate Activation Component + { + const KernelProperties properties = + IGpuKernelComponent::Properties().stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, src); + arguments.add_const_tensor(ACL_DST_0, dst_info_to_validate_ptr); + ARM_COMPUTE_RETURN_ON_ERROR(ClComponentResize::validate(properties, arguments, attributes)); + } + } + else + { + ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language"); + } + + return Status{}; +} + +constexpr GpuOperatorType operator_type = GpuOperatorType::Complex; +} // namespace + +Status +GpuResize::is_supported_op(const GpuWorkloadContext &context, const ITensorInfo *src, const Attributes &attributes) +{ + return is_supported_op_helper(context, src, nullptr, attributes); +} + +Status +GpuResize::validate_op(const GpuWorkloadSketch &sketch, const ITensorInfo *src, const GpuResize::Attributes &attributes) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src); + ARM_COMPUTE_RETURN_ERROR_ON(!src->has_valid_id()); + + // Refer to GpuConv2d::validate_op() for id-validness of this TensorInfo object + TensorInfo dst_info_to_validate; + + // Auto initialize dst tensor info + calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes); + + // Perform fusion test + // Pack tensor infos + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, src); + tensors.add_const_tensor(ACL_DST_0, &dst_info_to_validate); + const Operator op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + + ARM_COMPUTE_RETURN_ERROR_ON_MSG(!sketch.implementation().operator_group().try_add_operator(op), + "Operator fusion test failed. This operator cannot be fused into the workload"); + + // Check if configuration is supported + return is_supported_op_helper(*sketch.gpu_context(), src, &dst_info_to_validate, attributes); +} + +ITensorInfo *GpuResize::create_op(GpuWorkloadSketch &sketch, ITensorInfo *src, const GpuResize::Attributes &attributes) +{ + ARM_COMPUTE_ERROR_ON_NULLPTR(src); + ARM_COMPUTE_LOG_PARAMS(src, attributes); + ARM_COMPUTE_ERROR_THROW_ON(GpuResize::validate_op(sketch, src, attributes)); + + ITensorInfo *dst = sketch.implementation().create_virtual_tensor(); + ARM_COMPUTE_ERROR_ON_NULLPTR(dst); + + // Auto initialize dst tensor info if empty + calculate_and_init_dst_if_empty(dst, src, attributes); + + // Translate into components and add to component graph + GpuKernelComponentGraph &comp_graph = sketch.implementation().component_graph(); + const auto *sketch_ctx = sketch.implementation().context(); + + if (sketch_ctx->gpu_language() == GpuLanguage::OpenCL) + { + ARM_COMPUTE_ERROR_ON_NULLPTR(sketch_ctx->cl_compile_context()); + + // Add Resize Component + { + const auto properties = + IGpuKernelComponent::Properties().stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); + + ArgumentPack<ITensorInfo> arguments; + arguments.add_const_tensor(ACL_SRC_0, src); + arguments.add_const_tensor(ACL_DST_0, dst); + comp_graph.add_new_component<ClComponentResize>(properties, arguments, attributes); + } + } + else + { + ARM_COMPUTE_ERROR("Unimplemented Gpu language"); + } + + // Set up fusion test by adding to the Operator Group + // Note this has to be performed after all the components have been successfully added to the component graph + + // Pack tensor infos + ArgumentPack<ITensorInfo> tensors; + tensors.add_const_tensor(ACL_SRC_0, src); + tensors.add_const_tensor(ACL_DST_0, dst); + + const Operator op = sketch.implementation().operator_group().new_operator(operator_type, tensors); + sketch.implementation().operator_group().add_operator(op); + + return dst; +} + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute |