//////////////////////////////////////////////////////////////////////////////// // Copyright 上海赜睿信息科技有限公司(Zilliz) - All Rights Reserved // Unauthorized copying of this file, via any medium is strictly prohibited. // Proprietary and confidential. //////////////////////////////////////////////////////////////////////////////// #include "knowhere/index/vector_index/idmap.h" #include "vec_impl.h" #include "data_transfer.h" namespace zilliz { namespace milvus { namespace engine { using namespace zilliz::knowhere; void VecIndexImpl::BuildAll(const long &nb, const float *xb, const long *ids, const Config &cfg, const long &nt, const float *xt) { dim = cfg["dim"].as(); auto dataset = GenDatasetWithIds(nb, dim, xb, ids); auto preprocessor = index_->BuildPreprocessor(dataset, cfg); index_->set_preprocessor(preprocessor); auto model = index_->Train(dataset, cfg); index_->set_index_model(model); index_->Add(dataset, cfg); } void VecIndexImpl::Add(const long &nb, const float *xb, const long *ids, const Config &cfg) { // TODO(linxj): Assert index is trained; auto d = cfg.get_with_default("dim", dim); auto dataset = GenDatasetWithIds(nb, d, xb, ids); index_->Add(dataset, cfg); } void VecIndexImpl::Search(const long &nq, const float *xq, float *dist, long *ids, const Config &cfg) { // TODO: Assert index is trained; auto k = cfg["k"].as(); auto d = cfg.get_with_default("dim", dim); auto dataset = GenDataset(nq, d, xq); Config search_cfg; auto res = index_->Search(dataset, cfg); auto ids_array = res->array()[0]; auto dis_array = res->array()[1]; //{ // auto& ids = ids_array; // auto& dists = dis_array; // std::stringstream ss_id; // std::stringstream ss_dist; // for (auto i = 0; i < 10; i++) { // for (auto j = 0; j < k; ++j) { // ss_id << *(ids->data()->GetValues(1, i * k + j)) << " "; // ss_dist << *(dists->data()->GetValues(1, i * k + j)) << " "; // } // ss_id << std::endl; // ss_dist << std::endl; // } // std::cout << "id\n" << ss_id.str() << std::endl; // std::cout << "dist\n" << ss_dist.str() << std::endl; //} auto p_ids = ids_array->data()->GetValues(1, 0); auto p_dist = ids_array->data()->GetValues(1, 0); // TODO(linxj): avoid copy here. memcpy(ids, p_ids, sizeof(int64_t) * nq * k); memcpy(dist, p_dist, sizeof(float) * nq * k); } zilliz::knowhere::BinarySet VecIndexImpl::Serialize() { return index_->Serialize(); } void VecIndexImpl::Load(const zilliz::knowhere::BinarySet &index_binary) { index_->Load(index_binary); } int64_t VecIndexImpl::Dimension() { return index_->Dimension(); } int64_t VecIndexImpl::Count() { return index_->Count(); } float *BFIndex::GetRawVectors() { return std::static_pointer_cast(index_)->GetRawVectors(); } int64_t *BFIndex::GetRawIds() { return std::static_pointer_cast(index_)->GetRawIds(); } void BFIndex::Build(const int64_t &d) { dim = d; std::static_pointer_cast(index_)->Train(dim); } } } }