/* * Copyright (c) 2022-2023 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/dwc_native/ClDWCNativeDefaultConfigBifrost.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/GPUTarget.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/TensorShape.h" #include "arm_compute/core/utils/helpers/AdjustVecSize.h" #include "src/runtime/heuristics/dwc_native/ClDWCNativeHeuristicsHelpers.h" namespace arm_compute { namespace cl_dwc { namespace { DWCComputeKernelInfo configure_f32(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier, bool is_g71) { DWCComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { const size_t idx_c = get_data_layout_dimension_index(wei->data_layout(), DataLayoutDimension::CHANNEL); const size_t idx_w = get_data_layout_dimension_index(wei->data_layout(), DataLayoutDimension::WIDTH); const TensorShape wei_shape = wei->tensor_shape(); const size_t kernel_c = wei_shape[idx_c]; const size_t kernel_w = wei_shape[idx_w]; desc.export_input_to_cl_image = false; if (is_g71) { desc.export_weights_to_cl_image = false; } else { desc.export_weights_to_cl_image = use_cl_image_for_weights(wei, depth_multiplier); } if (depth_multiplier == 1) { desc.n0 = 4; } else { if ((depth_multiplier % 4) == 0) { desc.n0 = 4; } else if ((depth_multiplier % 2) == 0) { desc.n0 = 2; } else { desc.n0 = 1; } } // Note: If we reduce n0, export to cl_image must be false ARM_COMPUTE_ERROR_ON((adjust_vec_size(desc.n0, kernel_c) != desc.n0) && (desc.export_weights_to_cl_image == true)); desc.n0 = adjust_vec_size(desc.n0, kernel_c); // Set m0 only if stride_x == 1 and dilation_x == 1 if (conv_info.stride().first == 1 && dilation.x() == 1) { if ((kernel_w >= 9) || (kernel_w == 1)) { desc.m0 = 1; } else { desc.m0 = 2; } } else { desc.m0 = 1; } } return desc; } DWCComputeKernelInfo configure_f16(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier, bool is_g71) { DWCComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { // Src and weights have the same dimension indices const size_t idx_c = get_data_layout_dimension_index(wei->data_layout(), DataLayoutDimension::CHANNEL); const size_t idx_w = get_data_layout_dimension_index(wei->data_layout(), DataLayoutDimension::WIDTH); const TensorShape src_shape = src->tensor_shape(); const TensorShape wei_shape = wei->tensor_shape(); const size_t src_w = src_shape[idx_w]; const size_t kernel_c = wei_shape[idx_c]; const size_t kernel_w = wei_shape[idx_w]; desc.export_input_to_cl_image = false; if (is_g71) { desc.export_weights_to_cl_image = false; } else { desc.export_weights_to_cl_image = use_cl_image_for_weights(wei, depth_multiplier); } if (depth_multiplier == 1) { if (desc.export_weights_to_cl_image == false) { desc.n0 = 8; } else { desc.n0 = 4; } } else { if ((depth_multiplier % 4) == 0) { desc.n0 = 4; } else if ((depth_multiplier % 2) == 0) { desc.n0 = 2; } else { desc.n0 = 1; } } // Note: If we reduce n0, export to cl_image must be false ARM_COMPUTE_ERROR_ON((adjust_vec_size(desc.n0, kernel_c) != desc.n0) && (desc.export_weights_to_cl_image == true)); desc.n0 = adjust_vec_size(desc.n0, kernel_c); // Set m0 only if stride_x == 1 and dilation_x == 1 if (conv_info.stride().first == 1 && dilation.x() == 1) { if ((kernel_w >= 9) || (kernel_w == 1)) { desc.m0 = 1; } else { if ((src_w % 5) == 0) { desc.m0 = 5; } else { desc.m0 = 4; } } } else { desc.m0 = 1; } } return desc; } } // namespace ClDWCNativeDefaultConfigBifrost::ClDWCNativeDefaultConfigBifrost(GPUTarget gpu) : IClDWCNativeKernelConfig(gpu) { } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { using ConfigurationFunctionExecutorPtr = DWCComputeKernelInfo (ClDWCNativeDefaultConfigBifrost::*)( const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier); ClDWCNativeConfigArray configs_G71( &ClDWCNativeDefaultConfigBifrost::configure_G71_f32, &ClDWCNativeDefaultConfigBifrost::configure_G71_f16, &ClDWCNativeDefaultConfigBifrost::configure_G7x_u8); ClDWCNativeConfigArray configs_G7x( &ClDWCNativeDefaultConfigBifrost::configure_G7x_f32, &ClDWCNativeDefaultConfigBifrost::configure_G7x_f16, &ClDWCNativeDefaultConfigBifrost::configure_G7x_u8); ConfigurationFunctionExecutorPtr func = nullptr; switch (_target) { case GPUTarget::G71: func = configs_G71.get_function(src->data_type()); break; default: func = configs_G7x.get_function(src->data_type()); break; } ARM_COMPUTE_ERROR_ON_MSG(func == nullptr, "Data type not supported for depthwise convolution"); return (this->*func)(src, wei, conv_info, dilation, depth_multiplier); } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure_G71_f32(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { return configure_f32(src, wei, conv_info, dilation, depth_multiplier, true); } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure_G71_f16(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { return configure_f16(src, wei, conv_info, dilation, depth_multiplier, true); } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure_G7x_f32(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { return configure_f32(src, wei, conv_info, dilation, depth_multiplier, false); } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure_G7x_f16(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { return configure_f16(src, wei, conv_info, dilation, depth_multiplier, false); } DWCComputeKernelInfo ClDWCNativeDefaultConfigBifrost::configure_G7x_u8(const ITensorInfo *src, const ITensorInfo *wei, const PadStrideInfo &conv_info, const Size2D &dilation, unsigned int depth_multiplier) { ARM_COMPUTE_UNUSED(wei); DWCComputeKernelInfo desc; if (src->data_layout() == DataLayout::NHWC) { desc.export_input_to_cl_image = false; desc.export_weights_to_cl_image = false; desc.n0 = (depth_multiplier == 1) ? 4 : 1; if (conv_info.stride().first == 1 && dilation.x() == 1 && depth_multiplier == 1) { desc.m0 = 2; } else { desc.m0 = 1; } } return desc; } } // namespace cl_dwc } // namespace arm_compute