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Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/operators/GpuPool2d.cpp')
| -rw-r--r-- | src/dynamic_fusion/sketch/gpu/operators/GpuPool2d.cpp | 208 |
1 files changed, 208 insertions, 0 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuPool2d.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuPool2d.cpp new file mode 100644 index 0000000000..2d04f75610 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/operators/GpuPool2d.cpp @@ -0,0 +1,208 @@ +/* + * Copyright (c) 2023-2024 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/GpuPool2d.h" + +#include "arm_compute/core/CL/CLCompileContext.h" +#include "arm_compute/core/Error.h" +#include "arm_compute/core/experimental/Types.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/core/Validate.h" +#include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadContext.h" +#include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.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/ClComponentPool2d.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSourceCode.h" +#include "src/dynamic_fusion/utils/Utils.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +namespace +{ +void calculate_and_init_dst_if_empty(ITensorInfo *dst, + const ITensorInfo *src, + const Pool2dAttributes &attributes, + const GpuPool2dSettings &settings) +{ + ARM_COMPUTE_UNUSED(settings); + + if (dst->total_size() == 0U) + { + auto shape = misc::shape_calculator::compute_pool_shape( + *src, convert_pool_attr_to_pool_info(attributes, /* mixed_precision */ true)); + auto_init_if_empty(*dst, src->clone()->set_tensor_shape(shape)); + } +} + +constexpr GpuOperatorType operator_type = GpuOperatorType::Complex; +} // namespace + +GpuPool2dSettings GpuPool2dSettings::use_inf_as_limit(bool use_inf_as_limit) +{ + _use_inf_as_limit = use_inf_as_limit; + return *this; +} + +bool GpuPool2dSettings::use_inf_as_limit() const +{ + return _use_inf_as_limit; +} + +Status GpuPool2d::validate_op(const GpuWorkloadSketch &sketch, + const ITensorInfo *src, + const Pool2dAttributes &attributes, + const GpuPool2dSettings &settings) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src); + ARM_COMPUTE_RETURN_ERROR_ON(!src->has_valid_id()); + + // Auto initialize dst tensor info + TensorInfo dst_info_to_validate; + + calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes, settings); + + // 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 auto 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(*sketch.gpu_context(), src, attributes, settings); +} + +Status GpuPool2d::is_supported_op(const GpuWorkloadContext &context, + const ITensorInfo *src, + const Pool2dAttributes &attributes, + const GpuPool2dSettings &settings) +{ + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src); + // 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); + // Check exclude padding is not false + ARM_COMPUTE_RETURN_ERROR_ON_MSG(!attributes.exclude_padding(), + "Exclude padding must be set to true in Attributes!"); + + // Auto initialize dst tensor info + TensorInfo dst_info_to_validate; + + calculate_and_init_dst_if_empty(&dst_info_to_validate, src, attributes, settings); + + // 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 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); + ARM_COMPUTE_RETURN_ON_ERROR(ClComponentPool2d::validate(properties, arguments, attributes, settings)); + } + } + else + { + ARM_COMPUTE_RETURN_ERROR_MSG("Unimplemented Gpu language"); + } + return Status{}; +} + +ITensorInfo *GpuPool2d::create_op(GpuWorkloadSketch &sketch, + ITensorInfo *src, + const Pool2dAttributes &attributes, + const GpuPool2dSettings &settings) +{ + // Assert validation + ARM_COMPUTE_ERROR_THROW_ON(GpuPool2d::validate_op(sketch, src, attributes, settings)); + ARM_COMPUTE_LOG_PARAMS(src, attributes, settings); + + ITensorInfo *dst = sketch.implementation().create_virtual_tensor(); + ARM_COMPUTE_ERROR_ON_NULLPTR(dst); + + // Auto initialize dst tensor + calculate_and_init_dst_if_empty(dst, src, attributes, settings); + + // Translate into components and add to component graph + auto &comp_graph = sketch.implementation().component_graph(); + + const auto sketch_ctx = sketch.implementation().context(); + + if (sketch_ctx->gpu_language() == GpuLanguage::OpenCL) + { + const auto cl_compile_ctx = sketch_ctx->cl_compile_context(); + ARM_COMPUTE_UNUSED(cl_compile_ctx); + ARM_COMPUTE_ERROR_ON(cl_compile_ctx == nullptr); + + // Add Component + { + auto properties = IGpuKernelComponent::Properties(); + 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<ClComponentPool2d>(properties, arguments, attributes, settings); + } + } + 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_tensor(ACL_DST_0, dst); + + const auto 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 |