/*! * Copyright (c) 2021 Microsoft Corporation. All rights reserved. * Licensed under the MIT License. See LICENSE file in the project root for * license information. */ #ifdef USE_CUDA_EXP #include #include #include "cuda_rank_objective.hpp" namespace LightGBM { CUDALambdarankNDCG::CUDALambdarankNDCG(const Config& config): LambdarankNDCG(config) {} CUDALambdarankNDCG::CUDALambdarankNDCG(const std::vector& strs): LambdarankNDCG(strs) {} void CUDALambdarankNDCG::Init(const Metadata& metadata, data_size_t num_data) { const int num_threads = OMP_NUM_THREADS(); LambdarankNDCG::Init(metadata, num_data); std::vector thread_max_num_items_in_query(num_threads); Threading::For(0, num_queries_, 1, [this, &thread_max_num_items_in_query] (int thread_index, data_size_t start, data_size_t end) { for (data_size_t query_index = start; query_index < end; ++query_index) { const data_size_t query_item_count = query_boundaries_[query_index + 1] - query_boundaries_[query_index]; if (query_item_count > thread_max_num_items_in_query[thread_index]) { thread_max_num_items_in_query[thread_index] = query_item_count; } } }); data_size_t max_items_in_query = 0; for (int thread_index = 0; thread_index < num_threads; ++thread_index) { if (thread_max_num_items_in_query[thread_index] > max_items_in_query) { max_items_in_query = thread_max_num_items_in_query[thread_index]; } } max_items_in_query_aligned_ = 1; --max_items_in_query; while (max_items_in_query > 0) { max_items_in_query >>= 1; max_items_in_query_aligned_ <<= 1; } if (max_items_in_query_aligned_ > 2048) { cuda_item_indices_buffer_.Resize(static_cast(metadata.query_boundaries()[metadata.num_queries()])); } cuda_labels_ = metadata.cuda_metadata()->cuda_label(); cuda_query_boundaries_ = metadata.cuda_metadata()->cuda_query_boundaries(); cuda_inverse_max_dcgs_.Resize(inverse_max_dcgs_.size()); CopyFromHostToCUDADevice(cuda_inverse_max_dcgs_.RawData(), inverse_max_dcgs_.data(), inverse_max_dcgs_.size(), __FILE__, __LINE__); cuda_label_gain_.Resize(label_gain_.size()); CopyFromHostToCUDADevice(cuda_label_gain_.RawData(), label_gain_.data(), label_gain_.size(), __FILE__, __LINE__); } void CUDALambdarankNDCG::GetGradients(const double* score, score_t* gradients, score_t* hessians) const { LaunchGetGradientsKernel(score, gradients, hessians); } } // namespace LightGBM #endif // USE_CUDA_EXP