diff options
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp')
-rw-r--r-- | src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp | 65 |
1 files changed, 35 insertions, 30 deletions
diff --git a/src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp b/src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp index cb270ed4b0..aaeec543f8 100644 --- a/src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp +++ b/src/dynamic_fusion/sketch/gpu/operators/GpuConv2d.cpp @@ -24,15 +24,15 @@ #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuConv2d.h" #include "arm_compute/core/KernelDescriptors.h" -#include "arm_compute/core/Validate.h" #include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/core/Validate.h" #include "arm_compute/runtime/CL/CLScheduler.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/GpuWorkloadSketchImpl.h" #include "src/dynamic_fusion/sketch/gpu/components/cl/ClComponentDirectConv2d.h" +#include "src/dynamic_fusion/sketch/gpu/GpuWorkloadSketchImpl.h" #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" #include "src/runtime/heuristics/direct_conv/ClDirectConvKernelConfig.h" #include "src/runtime/heuristics/direct_conv/IClDirectConvKernelConfig.h" @@ -45,24 +45,30 @@ namespace dynamic_fusion { namespace { -DirectConvComputeKernelInfo config_direct_convolution_nhwc(const ITensorInfo *src, const ITensorInfo *weights, const PadStrideInfo &conv_info) +DirectConvComputeKernelInfo +config_direct_convolution_nhwc(const ITensorInfo *src, const ITensorInfo *weights, const PadStrideInfo &conv_info) { // Get GPU target GPUTarget gpu_target = CLScheduler::get().target(); - std::unique_ptr<arm_compute::cl_direct_conv::IClDirectConvKernelConfig> t = arm_compute::cl_direct_conv::ClDirectConvKernelConfigurationFactory::create(gpu_target); + std::unique_ptr<arm_compute::cl_direct_conv::IClDirectConvKernelConfig> t = + arm_compute::cl_direct_conv::ClDirectConvKernelConfigurationFactory::create(gpu_target); return t->configure(src, weights, conv_info); } -void calculate_and_init_dst_if_empty(ITensorInfo *dst, const ITensorInfo *src, const ITensorInfo *wei, const Conv2dAttributes &attributes) +void calculate_and_init_dst_if_empty(ITensorInfo *dst, + const ITensorInfo *src, + const ITensorInfo *wei, + const Conv2dAttributes &attributes) { - if(dst->total_size() == 0U) + if (dst->total_size() == 0U) { - const auto shape = misc::shape_calculator::compute_deep_convolution_shape(src->tensor_shape(), src->data_layout(), wei->tensor_shape(), - PadStrideInfo(attributes.stride().x(), attributes.stride().y(), attributes.pad().left, - attributes.pad().right, - attributes.pad().top, attributes.pad().bottom, DimensionRoundingType::FLOOR)); // use the default DimensionRoundingType + const auto shape = misc::shape_calculator::compute_deep_convolution_shape( + src->tensor_shape(), src->data_layout(), wei->tensor_shape(), + PadStrideInfo(attributes.stride().x(), attributes.stride().y(), attributes.pad().left, + attributes.pad().right, attributes.pad().top, attributes.pad().bottom, + DimensionRoundingType::FLOOR)); // use the default DimensionRoundingType auto_init_if_empty(*dst, src->clone()->set_tensor_shape(shape)); } @@ -83,7 +89,7 @@ Status is_supported_op_helper(const GpuWorkloadContext &context, TensorInfo dst_info_to_validate; const ITensorInfo *dst_info_to_validate_ptr = &dst_info_to_validate; - if(dst != nullptr) + if (dst != nullptr) { dst_info_to_validate_ptr = dst; } @@ -98,18 +104,20 @@ Status is_supported_op_helper(const GpuWorkloadContext &context, // Check components const auto gpu_target = context.gpu_target(); - if(context.gpu_language() == GpuLanguage::OpenCL) + 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 Direct Conv2d Component { - const auto properties = IGpuKernelComponent::Properties().stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run }); - auto settings = ClComponentDirectConv2d::Settings(); + const auto properties = + IGpuKernelComponent::Properties().stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); + auto settings = ClComponentDirectConv2d::Settings(); settings.fast_relaxed_math( - (gpu_target != GPUTarget::G71 && (gpu_target & GPUTarget::GPU_ARCH_MASK) == GPUTarget::BIFROST) - && (dst_info_to_validate_ptr->data_type() == DataType::F32 || dst_info_to_validate_ptr->data_type() == DataType::F16)); + (gpu_target != GPUTarget::G71 && (gpu_target & GPUTarget::GPU_ARCH_MASK) == GPUTarget::BIFROST) && + (dst_info_to_validate_ptr->data_type() == DataType::F32 || + dst_info_to_validate_ptr->data_type() == DataType::F16)); ArgumentPack<ITensorInfo> arguments; arguments.add_const_tensor(ACL_SRC_0, src); @@ -142,14 +150,14 @@ Status GpuConv2d::validate_op(const GpuWorkloadSketch &sketch, const ITensorInfo *src, const ITensorInfo *wei, const ITensorInfo *bia, - const Conv2dAttributes &attributes) + const Conv2dAttributes &attributes) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, wei); ARM_COMPUTE_RETURN_ERROR_ON_MSG(!wei->are_values_constant(), "Dynamic weights are not supported"); // Check if tensors have valid id. I.e. they are created from a sketch ARM_COMPUTE_RETURN_ERROR_ON(!src->has_valid_id() || !wei->has_valid_id()); - if(bia != nullptr) + if (bia != nullptr) { ARM_COMPUTE_RETURN_ERROR_ON(!bia->has_valid_id()); } @@ -178,16 +186,13 @@ Status GpuConv2d::validate_op(const GpuWorkloadSketch &sketch, return is_supported_op_helper(*sketch.gpu_context(), src, wei, bia, &dst_info_to_validate, attributes); } -ITensorInfo *GpuConv2d::create_op(GpuWorkloadSketch &sketch, - ITensorInfo *src, - ITensorInfo *wei, - ITensorInfo *bia, - const Conv2dAttributes &attributes) +ITensorInfo *GpuConv2d::create_op( + GpuWorkloadSketch &sketch, ITensorInfo *src, ITensorInfo *wei, ITensorInfo *bia, const Conv2dAttributes &attributes) { ARM_COMPUTE_LOG_PARAMS(src, wei, bia, attributes); PadStrideInfo conv_info(attributes.stride().x(), attributes.stride().y(), attributes.pad().left, - attributes.pad().right, - attributes.pad().top, attributes.pad().bottom, DimensionRoundingType::FLOOR); + attributes.pad().right, attributes.pad().top, attributes.pad().bottom, + DimensionRoundingType::FLOOR); // Initialize the direct convolution descriptor const DirectConvComputeKernelInfo desc = config_direct_convolution_nhwc(src, wei, conv_info); @@ -207,7 +212,7 @@ ITensorInfo *GpuConv2d::create_op(GpuWorkloadSketch &sketch, const auto gpu_target = sketch_ctx->gpu_target(); - if(sketch_ctx->gpu_language() == GpuLanguage::OpenCL) + if (sketch_ctx->gpu_language() == GpuLanguage::OpenCL) { const auto cl_compile_ctx = sketch_ctx->cl_compile_context(); ARM_COMPUTE_ERROR_ON(cl_compile_ctx == nullptr); @@ -216,17 +221,17 @@ ITensorInfo *GpuConv2d::create_op(GpuWorkloadSketch &sketch, // Add Direct Conv2d Component { auto properties = IGpuKernelComponent::Properties(); - properties.stage(UnitWorkloadStage{ UnitWorkloadStage::Stage::Run }); + properties.stage(UnitWorkloadStage{UnitWorkloadStage::Stage::Run}); auto settings = ClComponentDirectConv2d::Settings(); settings.fast_relaxed_math( - (gpu_target != GPUTarget::G71 && (gpu_target & GPUTarget::GPU_ARCH_MASK) == GPUTarget::BIFROST) - && (dst->data_type() == DataType::F32 || dst->data_type() == DataType::F16)); + (gpu_target != GPUTarget::G71 && (gpu_target & GPUTarget::GPU_ARCH_MASK) == GPUTarget::BIFROST) && + (dst->data_type() == DataType::F32 || dst->data_type() == DataType::F16)); settings.direct_conv_descriptor(desc); - if(settings.export_to_cl_image()) + if (settings.export_to_cl_image()) { arm_compute::opencl::kernels::gemm::update_padding_for_cl_image(wei); } |