/* * Copyright (c) 2022 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/runtime/heuristics/direct_conv/ClDirectConvDefaultConfigBifrost.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "arm_compute/core/GPUTarget.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/utils/misc/ShapeCalculator.h" #include namespace arm_compute { namespace cl_direct_conv { using namespace arm_compute::misc::shape_calculator; ClDirectConvDefaultConfigBifrost::ClDirectConvDefaultConfigBifrost(GPUTarget gpu) : IClDirectConvKernelConfig(gpu) { } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { using ConfigurationFunctionExecutorPtr = DirectConvComputeKernelInfo (ClDirectConvDefaultConfigBifrost::*)( const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info); ClDirectConvConfigArray configs_G71( &ClDirectConvDefaultConfigBifrost::configure_G71_f32, &ClDirectConvDefaultConfigBifrost::configure_G71_f16, &ClDirectConvDefaultConfigBifrost::configure_G71_u8); ClDirectConvConfigArray configs_default( &ClDirectConvDefaultConfigBifrost::configure_default_f32, &ClDirectConvDefaultConfigBifrost::configure_default_f16, &ClDirectConvDefaultConfigBifrost::configure_G71_u8); ConfigurationFunctionExecutorPtr func = nullptr; switch (_target) { case GPUTarget::G71: func = configs_G71.get_function(src->data_type()); break; default: func = configs_default.get_function(src->data_type()); break; } ARM_COMPUTE_ERROR_ON_MSG(func == nullptr, "Data type not supported for direct convolution"); return (this->*func)(src, wei, conv_info); } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_f32(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { DirectConvComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Get the output shape TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); desc.n0 = 4; if (output_shape[0] > 16) { desc.m0 = 2; } desc.k0 = 8; desc.export_weights_to_cl_image = false; } return desc; } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_f16(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { DirectConvComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Get the output shape TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); desc.n0 = 4; if (output_shape[0] > 16) { desc.m0 = 4; } desc.k0 = 8; desc.export_weights_to_cl_image = false; } return desc; } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_G71_u8(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { DirectConvComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Get the output shape TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); desc.n0 = 4; if (output_shape[0] > 16) { desc.m0 = 4; } desc.k0 = 16; desc.export_weights_to_cl_image = false; } return desc; } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_default_f32(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { DirectConvComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Get the output shape TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); desc.n0 = 4; if (output_shape[0] > 16) { desc.m0 = 2; } desc.k0 = 8; desc.export_weights_to_cl_image = export_to_cl_image(wei); } return desc; } DirectConvComputeKernelInfo ClDirectConvDefaultConfigBifrost::configure_default_f16(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info) { DirectConvComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Get the output shape TensorShape output_shape = misc::shape_calculator::compute_deep_convolution_shape(*src, *wei, conv_info); desc.n0 = 4; if (output_shape[0] > 16) { desc.m0 = 4; } desc.k0 = 8; desc.export_weights_to_cl_image = export_to_cl_image(wei); } return desc; } } // namespace cl_direct_conv } // namespace arm_compute